{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ***Introduction to Radar Using Python and MATLAB***\n",
    "## Andy Harrison - Copyright (C) 2019 Artech House\n",
    "<br/>\n",
    "\n",
    "# Adaptive Kalman Filtering ($\\sigma_k$ method)\n",
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Referring to Section 9.1.3.3, consider the problem of tracking a maneuvering target, such as a ship, automobile, aircraft, or ballistic object experiencing atmospheric drag.  While an attempt could be made to model the control inputs, there would be no way to model environmental conditions such as ocean current, wind, and temperature.  A simple approach to this problem would be to increase the process noise variance to take into account the variance in the unknown system dynamics.  While this method does give rise to a nondiverging filter, it is usually far from optimal. A maneuvering target must undergo some type of acceleration.  Therefore, implementing a constant velocity model results in filtered output that does not react quickly to maneuvers and takes a long period of time to recover.  While implementing a constant acceleration model results in filtered output that responds more quickly to maneuvers, this model amplifies the noise and in the residual.\n",
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Begin by setting the library path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import lib_path"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set the start time (s), end time (s) and time step (s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "start = 0.0\n",
    "\n",
    "end = 100.0\n",
    "\n",
    "step = 0.1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Calculate the number of updates and create the time array with the `linspace` routine from `scipy`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy import linspace\n",
    "\n",
    "number_of_updates = round( (end - start) / step) + 1\n",
    "\n",
    "t, dt = linspace(start, end, number_of_updates, retstep=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set the adaptive parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_sigma = 0.08\n",
    "\n",
    "scale = 1e3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set the maneuver parameters (time (s) and velocity (m/s))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "maneuver_time = 20.0\n",
    "\n",
    "vmx = 100.0\n",
    "\n",
    "vmy = 20.0\n",
    "\n",
    "vmz = 15.0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set the initial position (m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "px = 2.0\n",
    "\n",
    "py = 1.0\n",
    "\n",
    "pz = 5.0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set the initial velocity (m/s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "vx = 10.0\n",
    "\n",
    "vy = 20.0\n",
    "\n",
    "vz = 15.0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set the measurement noise (m^2) and process variance ( m^2, (m/s)^2, (m/s/s)^2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "measurement_noise_variance = 10.0\n",
    "\n",
    "process_noise_variance = 1e-6"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create the target trajectory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy import zeros\n",
    "\n",
    "x_true = zeros([6, number_of_updates])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Add the maneuver"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy import ones_like, zeros_like\n",
    "\n",
    "pre_index = [n for n, e in enumerate(t) if e < maneuver_time]\n",
    "\n",
    "post_index = [n for n, e in enumerate(t) if e >= maneuver_time]\n",
    "\n",
    "\n",
    "\n",
    "x = px + vx * t[pre_index]\n",
    "\n",
    "xm = x[-1] + vmx * (t[post_index] - maneuver_time)\n",
    "\n",
    "\n",
    "\n",
    "y = py + vy * t[pre_index]\n",
    "\n",
    "ym = y[-1] + vmy * (t[post_index] - maneuver_time)\n",
    "\n",
    "\n",
    "\n",
    "z = pz + vz * t[pre_index]\n",
    "\n",
    "zm = z[-1] + vmz * (t[post_index] - maneuver_time)\n",
    "\n",
    "\n",
    "\n",
    "x_true[0] = [*x, *xm]\n",
    "\n",
    "x_true[1] = [*(vx * ones_like(t[pre_index])), *(vmx * ones_like(t[post_index]))]\n",
    "\n",
    "x_true[2] = [*y, *ym]\n",
    "\n",
    "x_true[3] = [*(vy * ones_like(t[pre_index])), *(vmy * ones_like(t[post_index]))]\n",
    "\n",
    "x_true[4] = [*z, *zm]\n",
    "\n",
    "x_true[5] = [*(vz * ones_like(t[pre_index])), *(vmz * ones_like(t[post_index]))]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set up the measurement noise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy import sqrt, random\n",
    "\n",
    "v = sqrt(measurement_noise_variance) * (random.rand(number_of_updates) - 0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize state and input control vector"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = zeros(6)\n",
    "\n",
    "u = zeros_like(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize the covariance and control matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy import eye\n",
    "\n",
    "P = 1.0e3 * eye(6)\n",
    "\n",
    "B = zeros_like(P)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize measurement and process noise variance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "R = measurement_noise_variance * eye(3)\n",
    "\n",
    "Q = process_noise_variance * eye(6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "State transition and measurement transition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "A = eye(6)\n",
    "\n",
    "A[0, 1] = dt\n",
    "\n",
    "A[2, 3] = dt\n",
    "\n",
    "A[4, 5] = dt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Measurement transition matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "H = zeros([3, 6])\n",
    "\n",
    "H[0, 0] = 1\n",
    "\n",
    "H[1, 2] = 1\n",
    "\n",
    "H[2, 4] = 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize the Kalman filter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "from Libs.tracking import kalman\n",
    "\n",
    "kf = kalman.Kalman(x, u, P, A, B, Q, H, R)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generate the measurements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy import matmul\n",
    "\n",
    "z = [matmul(H, x_true[:, i]) + v[i] for i in range(number_of_updates)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Update the filter for each measurement"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "kf.filter_sigma(z, n_sigma, scale)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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r2dl6Q2NxR32JS+pLXFJf4sq0yaO4/93PSZX7tVAM5L8IY0xLYCvgO+AMYNLyy6y1xcaYGUB7Y8xcoFX1yyu/71/5fftV3RaYvsLPHAgMBGjdujWlpaUkk0mSyeTy21JeXl610s/KysJaW3V6+esFq582xlBeXr5Wp9PpNNZajDFEIpG/nc7JyeGoo47iiSeeqLruxhtvTI8ePXj99df/cf1IJPK3GVeceU2n62Kb1ub0xx9/TDQaZeedd17pzOXl5ZSUlJBKpUgkEgAUFhaSTqcpKSkBoKCgAPjfbv38/HwikQjFxcVAxTHh2dnZVadzc3PJzc0lFotVnY5Go8RiMay15OTkEI1GicfjpNNpsrOzycvLqzodiUQoKCigtLSUVCpVdTqRSFBWVoYxhqKiIhKJRFVrRUVFf2uvsLCwzrYpkUhgjMmobcrEx8nXbQIoLS3NqG3KxMfJ122y1jJ//vyM2qZMfJx83aZ4PE4qlcqobcrEx8mnbSooKOTpL2bx+A83s0OimIkze7B1i4JQbdPqmLo+xNEYkwOMAmZYa08zxjwCzLPWXlrtOp9RscfwA+BXIL9yTyHGmD7AQ9batqu7rbX28VXN0L17dztu3Li/nTdt2jS23Xbb2trMdVJUVMQWW2zB559/Tn5+PqNGjeKyyy6jdevWjBgxok5nSaVSdf5XtSFDhlBUVMSFF1640svD8Bj5buHChTRt2jToMSRDqS9xSX2JS+pLatMX0z/n9zfv5fIFh9BhyxSn79SGPu17BD3WPxhjxltru6/ssjp9O01jTAR4CkgCZ1WeHQMarnDVhsCyystY4fLll63ptl7af//9eeuttwB47rnnOOqoo6ouKy4uZsCAAfTo0YMuXbrw+uuvAzBz5kx69uxJ165d6dq1K2PHjgXgzz//pFevXnTu3JkOHTrwySefABWL0eVeeuklTjzxRABOPPFETj/9dHbccUcuvvhiZsyYwb777ku3bt3o2bMn06dPr7reGWecwU477cTmm2/OmDFjGDBgANtuu23VfQG8++677LzzznTt2pXDDz+86i8dbdu25aqrrqJr165sv/32TJ8+nZkzZ3L//fdz22230blz56pZpXb5eEy8+EN9iUvqS1xSX1IbSsvKOO2N2zjt8zP4PvoZ9/Qp4KUBh9Gl5eZBj7bW6myRaCpecPcI0BI41FpbVnnRd0CnatcrBNpR8VrDRcCf1S+v/P67Nd12vQd+7AD45pmK78vLKk5PqnxPnGS84vSUlytOly6pOD31jYrTxQsqTn8/quL0srk1/rFHHnkkzz//PKWlpUyePJkdd9yx6rLrrruO3r1789VXXzF69GguuugiiouLadGiBe+99x4TJkxg+PDhnH322QA8++yz9O3bl4kTJzJp0iQ6d+68xp8/e/Zsxo4dy6233srAgQO56667GD9+PMOGDePMM8+sut6iRYv4/PPPue222zjooIM477zz+O677/j222+ZOHEi8+fPZ+jQobz//vtMmDCB7t27c+utt1bdvnnz5kyYMIEzzjiDYcOG0bZtW04//XTOO+88Jk6cSM+ePWv8O5Oa08esiEvqS1xSX+KS+pL1ki7n0w/vZJ8n9mXsokdpFGlP/37D2XuvvlUvr/JNXR5PeB+wLbC3tbak2vmvArcYYw4F3gKuBCZba5e/pvBJYJAxZhwVC8xTgZNqeFvvdOzYkZkzZ/Lcc8+x//77/+2yd999lzfeeINhw4YBFa/9+fXXX9loo40466yzmDhxIllZWfzwww8A7LDDDgwYMICysjL69+9fo0Xi4YcfTlZWFrFYjLFjx3L44YdXXbb8GGqAfv36YYxh++23p2XLlmy//fYAtG/fnpkzZzJ79mymTp3KrrvuCkAymWTnnXeuuv0hhxwCQLdu3XjllVfW4Tcl62L58e4iLqgvcUl9iUvqS9ZVaVk55494lM8WP0yDSDnHtD6XS3qf8rc3pPSxrzpZJFZ+duFpQAKYU+2Xdpq19pnKRd7dwNPAl8CR1W5+FRULzFlACXCTtfZtAGvtvDXcdt2d9Nb/vs/K+fvp3IK/n85r9PfThc3+frpBy7X60QcddBAXXnghY8aMYcGCBVXnW2t5+eWX2Xrrrf92/SFDhtCyZUsmTZpEOp0mLy8PgF69evHxxx/z1ltvceKJJ3L++edz/PHH/y3a0tLSv91XYWEhUHHYRePGjZk4ceJKZ1z+oaCRSORvHxAaiURIpVJkZWXRp08fnnvuudXePisri1QqVZNfi9SC0tLSqj5Eapv6EpfUl7ikvmRd/DD6aR77ag6jYi3Ydqse3NvzDNq27faP6/nYV119BMYsa62x1uZZa4uqfT1Tefn71tptrLX51to9rLUzq902Ya0dYK1taK1taa29dYX7XuVtfTVgwACuuuqqqr1zy/Xt25e77rqr6vMUv/nmGwCWLFlCq1atiEQiPPXUU1XvPjpr1ixatmzJqaeeyimnnMKECRMAaNmyJdOmTSOdTvPqq6+udIaGDRuy2Wab8eKLLwIVC9RJkyat9Lors9NOO/HZZ5/x008/ARWvp1y+h3NVGjRowLJl3r6c1AtakItL6ktcUl/ikvqStbGgeBmHP3cJN069iX6JN3ni2H0ZedzDK10ggp99+XeAbD3QunXrqtcVVjd48GDKysro2LEj7du3Z/DgwQCceeaZPPHEE3Tq1Inp06dX7Q0cM2YMnTp1okuXLgwfPpxzzjkHgBtvvJEDDzyQXXbZhVatWq1yjmeeeYZHHnmETp060b59+6o3yqmJDTbYgMcff5yjjjqKjh07svPOO1e98c2q9OvXj1dffVVvXOOQj8fEiz/Ul7ikvsQl9SU1Up7izRfOou/z+zM9OZKFTXqx3Xmv02vrFqu9mY991flHYIRBWD8CoyafWVKfheEx8p2PhzuIP9SXuKS+xCX1JWvy+5KFnP7GIGamP6EoVcgZXYdyfJe9a3TbsPa1uo/AqNsPwpPV0iJRXEskEqF8kpLMoL7EJfUlLqkvWaX4QqaNuo/Tp2/G/JaT6FGwK7cefgtNChrU+C587EuLxBCpj3t1pW6VlZWt+Uoi60h9iUvqS1xSX7IyP8z7k6vevJInZr1I/6Jz6LnPS3TfdNUv1VoVH/vSIjFEqr/rqIgLakxcUl/ikvoSl9SXVJdOp7lx1F08N/c5bKSUm3e4l0v3/TfZ2eu2dPKxLy0SQ0SHmoprRUVFQY8gGUx9iUvqS1xSX7LcN7/P5NK3z+aP7F9oZptzZc/76d2u83rdp499aZEYIjrcVFxLJBJ/+1xLkdqkvsQl9SUuqS8pXzqHCW/ezynLviQdnctxth3nHf0kOfkN1/u+fexLi8QQSafTZGVlBT2GZLBkMhn0CJLB1Je4pL7EJfVVv33yyzQmvfooZy19kI6t7+HsPj3YofVWtXb/Pval4xtDJC8vj86dO1d9zZw5k1122QWAmTNn0qFDBwAmTpzIyJEjnc2xxx57sOJHhIiIiIiIZJLSZJLzh1/EGWOO4cGcOO/s/Q5PnnxMrS4QfaU9iSGSn5/PxIkT/3be2LFj/3G9iRMnMm7cOPbff/8a33cqlVrnF9tK5vDxmHjxh/oSl9SXuKS+6p+R07/hpk/PY2HOAtqwGcOOvJRtN9jEyc/ysS/tSQy5FaNKJpNceeWVDB8+nM6dOzN8+HCKi4sZMGAAPXr0oEuXLrz++usAPP744xx00EH07t2bvfbaa5XXKykp4cgjj2TbbbflX//6FyUlJXW+nVI3fDzcQfyhvsQl9SUuqa/6ozSR4ILhN3DxFyexKFLKufm7MOL4V50tEMHPvrRraRVOevukf5zXt21fjtzmSEpSJZz5/pn/uPzgLQ6m/xb9WVS6iPPHnP+3yx7b97E1/sySkhI6d+4MwGabbcarr776j+vk5uZyzTXXMG7cOO6++24ALr/8cnr37s2jjz7K4sWL6dGjB3vvvTcAEyZMYPLkyTRt2nSV13vggQcoKChg2rRpTJ48ma5du65xVvGTj09S4g/1JS6pL3FJfdUPn8/4i/HDb+LM8qeY0WZ/7uh/M20at3D+c33sS4vEEFnZ4aY18e677/LGG28wbNgwAEpLS/n1118B6NOnD02bNl3t9T7++GPOPvtsADp27EjHjh1rYWtERERERIL317IlnPnGVUxZ9AddIgeyb5fNeG2/s4IeK9S0SFyF1e35y8/OX+3lTfKa1GjPYW2x1vLyyy+z9dZb/+38L7/8ksLCwjVeT+qP6j2I1Db1JS6pL3FJfWWu+796m2cnX86inDK2bbYn9598OI3y8+t0Bh/70msSPdSgQQOWLVtWdbpv377cddddVZ+z+M0336z0dqu6Xq9evXj22WcBmDJlCpMnT3Y5vgQolUoFPYJkMPUlLqkvcUl9ZZ7ffv+e/Z46k3umXUTS5HND04N49Yjb63yBCH72pUWih/bcc0+mTp1a9cY1gwcPpqysjI4dO9K+fXsGDx680tut6npnnHEGsViMbbfdliuvvJJu3brV5eZIHUokEkGPIBlMfYlL6ktcUl+Zw1rLiEmzmfrIQJYlP6NDUX/eOeZdDux3HUSCWfr42JdZvlepPunevbtd8XMAp02bxrbbbhvQRBXKysrIyckJdIYwC8Nj5Lv58+fTvHnzoMeQDKW+xCX1JS6pr8ww/c9fOOfd+/l+2q7c3ORNOu7Vn226HxD0WKHtyxgz3lrbfWWX6TWJIZKVlRX0CJLhfDwmXvyhvsQl9SUuqS+/pdNprn9rGKPmPUEsksVJvXtxyF4PkJ0VjoMmfexLi8QQqY97daVupdPpoEeQDKa+xCX1JS6pL3+Nm/0z/3nvCmKRKWyabsB/O1/CTl2D33tYnY99aZFYjbUWY0xgPz+dTmtv4ipoAV07SkpKvPxrlvhBfYlL6ktcUl/+KU9bnv/wa56ecSbFuWn6tDiNm/qcTk52+JY3PvYVvt9iQPLy8liwYAHNmjULdKEo/2StZcGCBeTl5QU9ioiIiIgEbPSP33DbuwuY/ds8Hmv0Fzk9L2e73U4PeqyMokVipdatWzN79mzmzZsX2AzpdJpIQO+6FHZ5eXm0bt066DG8V1BQEPQIksHUl7ikvsQl9eWH4mSCy1++iE9KP6RBugtXHXkjHbediokWBT3aavnYlxaJlXJycthss80CnSEej3sZkYiIiIiIM8k4o755myumPERZ9mx2TuZw0SGD2XLjjYOeLGNpkRgiWiSKa2pMXFJf4pL6EpfUV3iVJMt5/JGDuD9/DtY05MR2V3LBroeBRy8P87EvLRJFRERERCR0xv7wO5e9/gPly/an02Zjuf7Q+2ndKHyfN5iJtEgMkfz8/KBHkAynxsQl9SUuqS9xSX2Fy59LF3HzcwfxV/kyLLdy8wnHs0u784Mea5352JcWiSGiN60R19SYuKS+xCX1JS6pr/C4+/MRPDj1Zmx0MXuWb8z9J+5IgwK/Pj5iRT72pUViiBQXF3v5lwbxhxoTl9SXuKS+xCX1FbyZC+dx2asnMyX7F7JNSy7rfi//7tAz6LFqhY99aZEoIiIiIiKBsNbyxqQ/GDJiHA03nMkRpQ0454Q3aJDn1xu9ZBotEkMkGo0GPYJkODUmLqkvcUl9iUvqKxhT/pjBTW9dzvgZh7LVJhtzQ6+n2XaLDuDh4Zmr42NfWiSGSHa2Hg5xS42JS+pLXFJf4pL6qlvl5Wkue/8R3v79QXKz41y7VZT+Jz5BVsSfj7VYGz725d/EGczH45XFL2pMXFJf4pL6EpfUV90ZN/UjBo+9htk5f1FgtuSe7Y+ke7fDvfrcw7XlY19aJIqIiIiIiFOp8jSPfPozz06/nETuYvo3OZIhB15OViQr6NFkJbRIDJHc3NygR5AMp8bEJfUlLqkvcUl9ufXxly/wxud/8tKcLdhnq4Gcs+uWtN9ql6DHqjM+9qVFYoj4GJD4RY2JS+pLXFJf4pL6ciOWKOXMt/7L5KXPc2iklPsOH8m+XffHZPChpSvjY1+Z9dZBnovFYkGPIBlOjYlL6ktcUl/ikvqqfW99/Ch9n9qHb5Y9T6tIF47916vs123LerdABD/70p5EERERERGpFfFkirPeeIBxsfspMlmcutW1nL1z/6DHkrWkRWKI+LgrWvyixsQl9SUuqS9xSX3VjmnvPMiwbwyjixuy85ZduXW/K9mwZbugxwqcj31pkRgiPn7QpvhFjYlL6ktcUl/ikvpaP78vWchpI66k4ZJP2d72Y+BJ57Lj5scFPVZo+NiXXpMYIj4eryx+UWPikvoSl9SXuKS+1t3dox9n/5cOZGbZx7SMbsx/Bp7Kjps3C3qsUPGxL+1JDBFrbdAjSIZTY+KS+hKX1Je4pL7W3owFf3HaW5cy137NhjaXM3e4n3+1rz8fa7E2fOxLi8QQycnJCXoEyXBqTFxSX+KS+hKX1FfNWWt577PPuWj0X5S3+om+ed24dt9LKGi5bdCjhZaPfWmRGCI+Hq8sflFj4pL6EpfUl7ikvmpm4p8zuXrk1Tz/66vcVLAfmx7wCtu1ah70WKHnY19aJIZIPB4nLy8v6DEkg6kxcUl9iUvqS1xSX6uXSpZy9Vs38uriERBJ80SnwZzc53iyGmiBWBM+9qVFYoik0+mgR5AMp8bEJfUlLqkvcUl9rdpnM6dxzfv/xx8582hpN+GGPnfQY5Mtgx7LKz72pUViiGRn6+EQt9SYuKS+xCX1JS6pr39Klad59t1PuWnWTWTlLuW4wj5c+K+biWTpd7W2fOzLv4kzmG+7ocU/akxcUl/ikvoSl9TX3436fgLT33yGU5c9zbg213H6AX3ZruUmQY/lLR/70iIxRHw8Xln8osbEJfUlLqkvcUl9VVgaX8ZZb93EhOI32SDakb6bn8+d/U+CSFbQo3nNx760SAwRH49XFr+oMXFJfYlL6ktcUl/w4ri3ePybi/k1N8JGWbvx0LFX06ZJi6DHygg+9qVFYohEIpGgR5AMp8bEJfUlLqkvcak+91W8ZCGXjLiNMWWvkxtpxOWNenLUQddr72Et8rEvLRJDpKCgIOgRJMOpMXFJfYlL6ktcqq99jZ72O61e6Ec3mjF7q7480G8QLYsaBT1WxvGxLy0SQ6S0tNS745XFL2pMXFJf4pL6EpfqW1+/LZrPwLeuZOaSueyXdwJn7rQBJ+1+dNBjZSwf+6qzfZ/GmLOMMeOMMQljzOPVzj/GGBOr9hU3xlhjTLfKy4cYY8pWuM7m1W7f2RgzvvJ2440xnetqm2pbKpUKegTJcGpMXFJf4pL6EpfqU1+3jn6Co1/Zk99Tn9CpxXZcc+7pbKEFolM+9lWXB8j+AQwFHq1+prX2GWtt0fIv4EzgZ2BCtasNr34da+3PAMaYXOB14GmgCfAE8Hrl+d7x8Xhl8YsaE5fUl7ikvsSl+tDXT79/z55PDuCxX4eRbRtw54ZH8Pzh11IUjQY9Wsbzsa86m9ha+4q19jVgwRquegLwpLXW1uBu96DikNnbrbUJa+2dgAF6r8+sQfHxeGXxixoTl9SXuKS+xKVM7stay6iPx2Ie2ZdFye/ZsfGxvHXCaPbYd1DQo9UbPvYVqtckGmPaAL2AAStc1M8YsxD4E7jbWntf5fntgckrLCgnV57/9gr3PRAYCNC6dWtKS0tJJpMkk0kACgsLSaVSJBKJqtPpdJqSkhLgfw9uPB4HID8/n0gkQnFxMQDRaJTs7Oyq07m5ueTm5hKLxapOR6NRYrEY1lpycnKIRqPE43HS6TTZ2dmUlZVVnY5EIhQUFFBaWkoqlao6nUgkKCsrwxhDUVERiUSiahuKiopCt015eXnaphBt07Jly2jSpElGbVMmPk6+blMymaRp06YZtU2Z+Dj5uk2xWKxq5kzZpkx8nHzdpnnz5lFUVJRR21RSUsKkub9y7ZePsfCHnXmxaAMe234IW3XYBZNKM3/JfC+3ycf2YrEYLVu2DN02rY6p2Q672mOMGQq0ttaeuJLLBgN7WWv3qHbedsBiYC6wI/AycL619rnK67e31h5Z7frPAD9aa4esaobu3bvbcePG1cr21Kb58+fTvHnzoMeQDKbGxCX1JS6pL3Ep0/pKlZdz+ZvX8cGilygjm2Pa3shFvfYmkuXfYY+ZIKx9GWPGW2u7r+yyUO1JBI4Hrq9+hrV2arWTY40xdwCHAc8BMaDhCvfREFjmckhXjDFBjyAZTo2JS+pLXFJf4lIm9fXRz99x0ZgrKMmawQ6JNOd1vZjte+wT9Fj1mo99hWaRaIzZFdgIeGkNV7VUvO4Q4DvgAmOMqXbIaUfgHjdTulVUVBT0CJLh1Ji4pL7EJfUlLmVCX2XlaT5/Zig3l7xKSU4O/Tc+n6t3P5pIjt6YJmg+9lVni0RjTHblz8sCsowxeUDKWrv8PWFPAF621i5b4XYHAx9TccjpDsDZwOWVF48ByoGzjTH3A6dWnv+huy1xJ5FIENU7TIlDakxcUl/ikvoSl3zva8T0cdz9zkLy5zTkzA02YOt9L2KL7foEPZZU8rGvutyTOAi4qtrpY4GrgSGVC8Z/A4eu5HZHUvGxGVFgNnCTtfYJAGtt0hjTH3gYuBGYBvS31iZdbYRLy1/oKuKKGhOX1Je4pL7EJV/7WlIa57IXz+DT8glkZfXihmMGs2+Hc4MeS1bgY191tkisfCOZIau4rBRovIrLjlrD/X4DdFu/6URERERE/PHMpDHcMu5ayrP/om+J4ZzDL2KTlhsGPZZkiNC8JlH8PF5Z/KLGxCX1JS6pL3HJp75iiRQ3PnMKr2eNx9CUc7a+jlN6HAgefmB7feFTX8tpkRgiyWSSvLy8oMeQDKbGxCX1JS6pL3HJi77Sad7//k+ufm0ql5V9h21RxLnHvMEGDRoFPZmsgRd9rUCLxBDx8Xhl8YsaE5fUl7ikvsSlsPc1c8Fcbn7pID5LtaR59Hw2OvRFrttiE4hkBT2a1EDY+1oZLRJFREREREIonU5z8ycv8uyM24hE4/QqaMaNR+xMYa5f75Qp/tEiMUQKCwuDHkEynBoTl9SXuKS+xKUw9vXL5BEM+fxaJuTFyWVT/tv2RPbY/TTw8IPZ67sw9rUmWiSGSCqVWvOVRNaDGhOX1Je4pL7EpTD1Za3lxXGzeXXUVOZtFOeA3J4MOex28nJygx5N1lGY+qopvQ1SiCQSiaBHkAynxsQl9SUuqS9xKSx9jZ/2KWffvytDX/6E8pY9ufegT7jxqHu1QPRcWPpaG9qTKCIiIiISoGQqxflv38Mn8x4jLy/FmT1LGbjfTkQiOrRUgqFFYoj4eLyy+EWNiUvqS1xSX+JSkH2N/eQhrp/+ELNyS2hktueePQfRqc12gc0jtc/H5y8tEkMknU4HPYJkODUmLqkvcUl9iUtB9JVMpblvzE88NuMFCnPinJ7XizMOv5tIRK8GyzQ+Pn9pkRgiJSUlXv6lQfyhxsQl9SUuqS9xqa77GjHuTb798FMeWNiT3h3P5bJ9urJl81Z19vOlbvn4/KVFooiIiIhIHVgUj3HaiBuYFn+D4/JiDD9gL3bsuU/QY4n8gxaJIVJQUBD0CJLh1Ji4pL7EJfUlLtVFX6+9MYhb5r3H0uw4m2fvwrGH/oeNNu7g/OdK8Hx8/tIiUURERETEkWWlZZz2+l18W/o6G9k0/2l9BkfudVbQY4mslhaJIRKPx738S4P4Q42JS+pLXFJf4pKTvspT/PzsmXwxs4Qvk/vStcPBPHjYJTQpbFC7P0dCz8fnLy0SRURERERq0c8L53LaW4MpWPYNB2fvwEsn7E+XTY8JeiyRGtMiMUTy8/ODHkEynBoTl9SXuKS+xKXa6iudTvP4s8dzZ/J7UpEyum54KEeecgkFubm1cv/iJx+fv7RIDBF9Lo64psbEJfUlLqkvcak2+pr21x+cMfICFpgptEo34KKeD9Fny87rP5x4z8fnL/8mzmDFxcVBjyAZTo2JS+pLXFJf4tL69GWtZfRbz3PGve8wv2wOezY+ihHHvqcFolTx8flLexJFRERERNbB579O57L3buepX9/mqMYnsnf/12i3QaOgxxJZb1okhkg0Gg16BMlwakxcUl/ikvoSl9a2r2QqxTUvnMnriXEQyWLS5nsz8MgLMFG9c6n8k4/PX1okhkh2th4OcUuNiUvqS1xSX+LS2vT13o8TGfTxZcSzZ9Pabs4t+99Fhw03dTid+M7H5y+9JjFEfDxeWfyixsQl9SUuqS9xqSZ9JcvKefT19zj3w8uIm8Wcn9WZt45/UQtEWSMfn7/8W9aKiIiIiNShl6Z8xpy3nuak+MtM3/xmTu+3H5s3bRn0WCLOaJEYIrn6DB1xTI2JS+pLXFJf4tKq+lq4bCFnjriGKYkPaVS4I/tudQ43H3w8ePiRBhIcH5+/tEgMER8DEr+oMXFJfYlL6ktcWllfj4x/h0cmDmZZdglb5uzGfSdcz4YNmgQwnfjOx+cvLRJDJBaLkZeXF/QYksHUmLikvsQl9SUuVe9r6fzfOfudRxifepFCirixqDcHHHpHwBOKz3x8/tIiUUREREQEGPntr2z8ymEMMCWUbHMwD/S7jMb5hUGPJVLntEgMER93RYtf1Ji4pL7EJfUlLs2d+RknvvkMM+Ip9i88gTN7bc7wHvsFPZZkCB+fv7RIDBEfP2hT/KLGxCX1JS6pL3EhnU5z3QeP8PZvt1McyWKnjY5k6AEDyc/NCXo0ySA+Pn9pkRgisVjMy4jEH2pMXFJf4pL6ktr2w9fPM+C7N1hivqVRuhW373gVe7TvGfRYkoF8fP7SIjFErLVBjyAZTo2JS+pLXFJfUlvSacsboz9lr09PJ7nRduze6hQu3+EINmq5YdCjSYby8flLi8QQycnRoQ3ilhoTl9SXuKS+ZL1Zy9gfvuDiT59k9o99uX2Do3ih3zW03XADlixZEvR0ksF8fP7SIjFEfNsNLf5RY+KS+hKX1Jesj9KyJLc+dQgvm5mUmXzO2/8IDu55L8YYQH2JWz72FQl6APmfeDwe9AiS4dSYuKS+xCX1Jetq5Pfj2fWp/jyXNYu25RsxvM9TnNNrj6oFIqgvccvHvrQnMUTS6XTQI0iGU2PikvoSl9SXrK1EqpyXX32ZpxfeSFlOlGM3G8zFPQ//2+JwOfUlLvnYlxaJIZKdrYdD3FJj4pL6EpfUl9SYtbww8UPuH5Ok/bxJXNuojA2Of5FNW7Vb5U3Ul7jkY1/+TZzB8vLygh5BMpwaE5fUl7ikvqQm5sWWct1z/fkwZx65uXtw+DEX0W2bqyFr9f/kVV/iko996TWJIeLj8criFzUmLqkvcUl9yZo88PVI9nqhHx/kzKNXeWtGHj+UXu03XeMCEdSXuOVjX9qTGCI+Hq8sflFj4pL6EpfUl6zKst+/5+FXB/Bog6Vk2RZc1Pkujum8x1rdh/oSl3zsS3sSQyQS0cMhbqkxcUl9iUvqS1bmzcmz2O+xn2i8oAF70ZGPjnlzrReIoL7ELR/70p7EECkoKAh6BMlwakxcUl/ikvqS6r7/6zeuff0YppYV0bLBpexw2HBO2rjROt+f+hKXfOzLv2VtBistLQ16BMlwakxcUl/ikvoSqDhsb9D7j3HYiEOZmr2QvRpvyqtn7kyH9VgggvoSt3zsS3sSQySVSgU9gmQ4NSYuqS9xSX3J5Nk/cck7ZzI7+0/y2YK72+1Dj56nw0o+93BtqS9xyce+tEgMER+PVxa/qDFxSX2JS+qr/kqnLU9/OYtX3h5JbutfOTayAxcc+zjZWVm19jPUl7jkY19aJIaIj8cri1/UmLikvsQl9VU/ff71cIZ98zTjfz6FXlvtxE09tqdV+z1qZe9hdepLXPKxLy0SQySRSHj5YZviDzUmLqkvcUl91S/xsgT/GXkb4xY9S4PsFFf2XsZJfQ7C1PLicDn1JS752JcWiSFSVlYW9AiS4dSYuKS+xCX1VX98+N4whs56mXk5MZpHduC+/YawTctNnf5M9SUu+diXFokh4uqvYyLLqTFxSX2JS+or85WWlXPH+z/wwa/PU5ad4ITNLufCXkfVyc9WX+KSj31pkRgiRUVFQY8gGU6NiUvqS1xSXxksXc6ro+/h3fHljFq4FQd3upIL9+nBJs02rLMR1Je45GNfWiSGSCKRIBqNBj2GZDA1Ji6pL3FJfWWmubHFnPn6FfyQ+pg+eQU8OWAEvbbaoM7nUF/iko99aZEYIslkMugRJMOpMXFJfYlL6ivzPPjxk9z940Oks5awbW5vLj/+cpo3rvsFIqgvccvHvursQzuMMWcZY8YZYxLGmMernd/WGGONMbFqX4OrXR41xjxqjFlqjJljjDl/hfvdyxgz3RgTN8aMNsa0qattEhEREZG1szie5Iinh3LXL7fQ1CYY3PUeXjz6Dpo3bhn0aCJSqS73JP4BDAX6AvkrubyxtTa1kvOHAFsCbYANgdHGmKnW2reNMc2BV4BTgDeBa4HhwE61P757Ph6vLH5RY+KS+hKX1Jf/bHk5Yz4awUVjC1ic3Jwj27ThkgNuoUGrbYMeTX2JUz72VWeLRGvtKwDGmO5A67W46QnAidbaRcAiY8xDwInA28AhwHfW2hcr73sIMN8Ys421dnotjl8nksmkd5+hIn5RY+KS+hKX1Jffps79jUvfOoOWie/pWXAxpwz4N+03OjrosaqoL3HJx77C9JrEWcYYC7wHXGStnW+MaQK0AiZVu94koH/l9+2rX2atLTbGzKg8/2+LRGPMQGAgQOvWrSktLSWZTFYdI1xYWEgqlSKRSFSdTqfTlJSUAFBQUABAPB4HID8/n0gkQnFxMQDRaJTs7Oyq07m5ueTm5hKLxapOR6NRYrEY1lpycnKIRqPE43HS6TTZ2dnE43FSqRTpdJpIJEJBQQGlpaWkUqmq04lEgrKyMowxFBUVkUgkqrahqKgodNuUl5dXdVrbFPw2LV68GGttRm1TJj5Ovm5TPB7PuG3KxMfJ121atmxZ1e0zZZsy8XFacZsixnDNe/cyctGLYFJ0ye/CwH8dSDS7jKVLl4Zmm+bNm0cymay3j5O2ye02LVmyhJycnNBt0+oYa+1qr1DbjDFDgdbW2hMrTxcB2wATgWbAPUADa21fY8wmwK9AvrW2tPL6fYCHrLVtjTGPAPOstZdWu//PKi9/fFUzdO/e3Y4bN87F5q2X+fPn07x586DHkAymxsQl9SUuqS//TPxjFpePPInfcubRsLwtN/W+md3aBn9o6cqoL3EprH0ZY8Zba7uv7LLA9yRaa2PA8hXbXGPMWcCfxpgGQKzy/IZAabXvl1V+H6s8XV31y71SWFgY9AiS4dSYuKS+xCX15Y/yRb/x5pffcdnYUgpbpziZrTnr+OfIzs4JerRVUl/iko99Bb5IXInluzYj1tpFxpg/gU5UHIZK5fffVX7/HRWvWQTAGFMItKt2uVdSqZW9b49I7VFj4pL6EpfUlx8+/PFrRr57HF3mbMWOmw/imv4j2bRJ+N+0Q32JSz72VZcfgZFtjMkDsoAsY0xe5Xk7GmO2NsZEjDHNgDuBMdbaJZU3fRIYZIxpYozZBjgVeLzysleBDsaYQyvv+0pgso9vWgNUHaMs4ooaE5fUl7ikvsItnkxw0qvXcfZnp/JBfhFlvY7ksRN38GKBCOpL3PKxr7rckzgIuKra6WOBq4HvgeuBFsBSKvYYHlXtelcB9wGzgBLgJmvt2wDW2nnGmEOBu4GngS+BI91uhoiIiIgs9+aEkdwz/gp+z03RIrIjD/YbyhbNNgx6LBFZD3X+xjVhENY3rikpKSE/f2UfISlSO9SYuKS+xCX1FT6lyRS3vv8Dz/x6AU1y/uCMwh4cc+RDQY+1TtSXuBTWvkL9xjXyP+l0OugRJMOpMXFJfYlL6itcXnnnZtp9/RTvFJ/LXl0v4JJ9urJxo6ZBj7XO1Je45GNfWiSGSElJiZfvfiT+UGPikvoSl9RXOPy5dCED37qGmckP2LNRA27vuzVddtgt6LHWm/oSl3zsS4tEEREREVmjx0dezyN/DmdxlmXr/H4MOfwymhY0CHosEXFAi8QQKSgoCHoEyXBqTFxSX+KS+grOwuIkp752Kz+knqN1OsKgjY+i776XBT1WrVJf4pKPfWmRKCIiIiL/kE6nGfHlOJa9ezuTyg9k185Hcc8B51MUzQt6NBFxTIvEEInH417+pUH8ocbEJfUlLqmvujVl7izOePsKbPHvfGC/ZeejL2LzbY4Oeixn1Je45GNfWiSKiIiICADl6XKuffM63lz4Mgmy6L3RYZijn2HzxhsFPZqI1CEtEkMkjJ+fIplFjYlL6ktcUl/uTZg9kzPfu5DiyPd0S5RxZs/76NF+z6DHqhPqS1zysS8tEkMkEokEPYJkODUmLqkvcUl9uVOetkx4ZhCTf5pO8cbLOLD16Qzd83iy8uvPO5eqL3HJx760SAyR4uJiL//SIP5QY+KS+hKX1Jcb7/44kas+upOBsxaxVaNc3v73q2zc2K/Pc6sN6ktc8rEvLRJFRERE6plYopSrnz+Bd+1U0pEikvvfzG477oKJZAU9moiEgBaJIRKNRoMeQTKcGhOX1Je4pL5qz8tTPmPol0NIZc9ht0Q+Fx3yCptv0CrosQKlvsQlH/vSIjFEsrP1cIhbakxcUl/ikvpafyWL/+KnJ8/gtugcyrMjnLrldZy9y0FBjxUK6ktc8rEv/15FmcGKi4uDHkEynBoTl9SXuKS+1s9j499jn4e+5Ju/DBenNuOdw1/XArEa9SUu+diXf8taEREREamR35cu5JKXT2VS5AfyCvdiy0MeYOd2zYIeS0RCTovEEMnNzQ16BMlwakxcUl/ikvpae7d99gqPfz8MIks5INmSS068jiYF9e+dS2tCfYlLPvalRWKI+BiQ+EWNiUvqS1xSXzW3aNYUHnpzIE81WEa23ZihW53FATseDlk5QY8WWupLXPKxLy0SQyQWi5GXlxf0GJLB1Ji4pL7EJfW1Zul0mpe+mcGIEWO40Mzl1+b9uenI6yn08J0V65r6Epd87EuLRBERERHPffvjZ1z68bX8nIiyVfOLyP/Xl9y9UfOgxxIRT2mRGCI+7ooWv6gxcUl9iUvqa+VS5eVc8t6DjP7zfrIi5fRr2Z/r+u9MTlZW0KN5RX2JSz72pUViiPj4QZviFzUmLqkvcUl9/dOkiSO5YNytzM2ZSxHbcPdOZ9Nt255Bj+Ul9SUu+diXPicxRGKxWNAjSIZTY+KS+hKX1Nf/pMrTPPjRTxS/Npho+i8O3OhcPjthuBaI60F9iUs+9qU9iSFirQ16BMlwakxcUl/ikvqq8N6Et7hywov8OaM//97yWh45oAsbtmwV9FjeU1/iko99aZEYIjk5emtqcUuNiUvqS1yq730tS5RwxoibmLLsJQojEa44+GRO2XE3jDFBj5YR6ntf4paPfWmRGCI+Hq8sflFj4pL6EpfqbV+JZXzw5qVcvuRb4tmL6JBux809TmOTDjq0tDbV276kTvjYlxaJIRKPx737DBXxixoTl9SXuFQf+4onU9z11hS+XjCarOwCTt/mBv5vxwODHisj1ce+pO742JcWiSGSTqeDHkEynBoTl9SXuFTf+nrsi9d4/OM0sxZGObLbLdy9765s2KBx0GNlrPrWl9QtH/vSIjFEsrP1cIhbakxcUl/iUn3p67clCzj79Qv4yY5np4KW3HzYcHbcvFnQY2W8+tKXBMPHvvybOIP5thta/KPGxCX1JS5lfF9lJTw88jruWPAhNlLMHpGOXL//6TTUArFOZHxfEigf+9IiMUR8PF5Z/KLGxCX1JS5lcl/zliW44bmTeC/6HY3TTbhop4c4aLseQY9Vr2RyXxI8H/vSIjFEfDxeWfyixsQl9SUuZWJf6dJlvPPRKC77sjHxVH/6bt+Wm/pfTUGOf++E6LtM7EvCw8e+tEgMkUgkEvQIkuHUmLikvsSlTOtrwh8/M3jUabQsm8lphYfT57jL2KLFkUGPVW9lWl8SLj72pUViiBQUFAQ9gmQ4NSYuqS9xKVP6Si2ezVUfPsDrS0ZBxNK5+WGcMuBKcnL9OhQt02RKXxJOPvalRWKIlJaWene8svhFjYlL6ktcyoS+vvz1Z6575yh+yY3T3G7BsH2G0b11u6DHEjKjLwkvH/vSIjFEUqlU0CNIhlNj4pL6Epd87isVW8hrH37E5V8bops05tgGe3HRgYOI5Pq3dyFT+dyXhJ+PfWmRGCI+Hq8sflFj4pL6Epd87WvE9K95fsy53DrnZw5o9zyXHvIaLRvmBz2WrMDXvsQPPvalRWKI+Hi8svhFjYlL6ktc8q2vJcWL+b+RNzGxeCRZufl81uNybtt/96DHklXwrS/xi499aZEYIolEwrvjlcUvakxcUl/ikk99PT/5I+776kIW5pSySfauPHDgtWzaeIOgx5LV8Kkv8Y+PfWmRGCJlZWVBjyAZTo2JS+pLXPKhr+KSUm555wdemHMTDXIiXFW4J4cddmfQY0kN+NCX+MvHvrRIDBFjTNAjSIZTY+KS+hKXwt7XQ2NfYbsPbiSa6MoB3S7m4j5d2aCoYdBjSQ2FvS/xm499aZEYIkVFRUGPIBlOjYlL6ktcCmtfvy6ex6kjruKP8k/YvXETzmu/M+167xH0WLKWwtqXZAYf+9IiMUQSiQTRaDToMSSDqTFxSX2JS2Hs685Rt/HSH4+wKCvC9kX/4rojLqVRnn9vUCHh7Esyh499aZEYIslkMugRJMOpMXFJfYlLYerrr2WlnPzqMGba4WxoC7lnw3702ndQ0GPJeghTX5J5fOxLi0QRERGRGkin0wwfO4F2759NIfuyc5cTuHP/s8nLyQ16NBGRWqVFYoj4eLyy+EWNiUvqS1wKuq9JE17jjEnPsbSkmPez5nPbfp1p1f2gQGeS2hN0X5LZfOxLi8QQSSaT3n2GivhFjYlL6ktcCqqvVHk5V798EW8Xv0spUfq0PYnmA18jO1v/hMokev4Sl3zsS89wIeLj8criFzUmLqkvcSmIvr6Y9SP/+eAiSrNm0CmZy3n7PUO3Tbep8znEPT1/iUs+9qVFooiIiEg1ZeVp3nzjJaIT76N04zz+1eYChuxxHJGsrKBHExGpE1okhkhhYWHQI0iGU2PikvoSl+qkr/IUI6Z/yTVjH2S3Wc24qGABHxz+GS2aNHD/syVQev4Sl3zsS4vEEEmlUkGPIBlOjYlL6ktcct3X4niM257ch9fylpHOakDnA0+gVddrIde/f9zJ2tPzl7jkY1+RoAeQ/0kkEkGPIBlOjYlL6ktcctnXMxPHsMdzB/NK/jI6pTdn5CFvcvxOvbVArEf0/CUu+dhXnS0SjTFnGWPGGWMSxpjHq52/kzHmPWPMQmPMPGPMi8aYVtUuH2KMKTPGxKp9bV7t8s7GmPHGmHjl/3auq20SERERf8VKy3jzoSu59YtrSZPi7O2G8eSA19mkcbOgRxMRCVRd7kn8AxgKPLrC+U2AB4G2QBtgGfDYCtcZbq0tqvb1M4AxJhd4HXi68n6eAF6vPN87Ph6vLH5RY+KS+hKXaruve798i4Nuf5kus5/h+vKWjD5qBKfu0LdWf4b4Q89f4pKPfdXZaxKtta8AGGO6A62rnT+q+vWMMXcDH9XwbvegYhtut9Za4E5jzIVAb+DtWhi7TqXT6aBHkAynxsQl9SUu1VZfM+f8zHVvnMAX0cUUNt6bRQePoO/WW0NEr8Cpz/T8JS752FcY37imF/DdCuf1M8YsBP4E7rbW3ld5fntgcuUCcbnJlef/bZFojBkIDARo3bo1paWlJJPJqs8tKSwsJJVKVR0zXFhYSDqdpqSkBICCggIA4vE4APn5+UQiEYqLiwGIRqNkZ2dXnc7NzSU3N5dYLFZ1OhqNEovFsNaSk5NDNBolHo+TTqfJzs4mHo+TSCRIp9NEIhEKCgooLS0llUpVnU4kEpSVlWGMoaioiEQiUbUNRUVFodumvLy8qtPapuC3afHixTRv3jyjtikTHydftykej5OVlZVR25SJj5Ov27R48eKqy9dlm3Jycrjpkxd4/ff7MLnF7JS9B4MPvoiCnFwWLl6sx6meb9OcOXNo1KhRRm1TJj5Ovm7TkiVL2GijjUK3Tatj/r6+cs8YMxRoba09cSWXdQTGAAdbaz+pPG87YDEwF9gReBk431r7nDFmMNDeWntktft4BvjRWjtkVTN0797djhs3rrY2qdbMnz+f5s2bBz2GZDA1Ji6pL3FpffqauzjGRS9fyjfZHxFNbcIt2x7JnrscX8sTis/0/CUuhbUvY8x4a233lV0Wmj2JxpgtgFHAOcsXiADW2qnVrjbWGHMHcBjwHBADGq5wVw2peF2jd5b/BUHEFTUmLqkvcWld+kqn0zz11XQmvP0y/816hpu3HsC1/7qBvBwv37pAHNLzl7jkY1+hWCQaY9oA7wPXWmufWsPVLWAqv/8OuMAYY6odctoRuMfNpCIiIuKDr34czyWfDGFOqeGA5v8m3eMhbulxWNBjiYh4oS4/AiPbGJMHZAFZxpi8yvM2Bj6k4rWG96/kdgcbY5qYCj2As6l4R1OoODS1HDjbGBM1xpxVef6HzjfIgeXHIIu4osbEJfUlLtW0r2Qqxf+NuJ2Bnw4gbn7moDZ7cuMZR9FSC0RZDT1/iUs+9lWXexIHAVdVO30scDUVewY3B4YYY4Ysv9BaW1T57ZFUfGxGFJgN3GStfaLyOkljTH/gYeBGYBrQ31qbdLolIiIiEjrjJozgvG/uYHH2HFqnN+W27f7FNjufEvRYIiLeqcuPwBgCDFnFxVev5nZHreF+vwG6rfNgIZKfnx/0CJLh1Ji4pL7EpdX1lUyluf+jGXT6+Fo22DjGPptdxBV7HL/Gd+8TWU7PX+KSj32F4jWJUkH/ZyauqTFxSX2JS6vq650x93PjD+/wyy8nMGCbQTx0wI40a96ijqcT3+n5S1zysS8tEkOkuLjYy780iD/UmLikvsSlFftaFC/m/94YzHel75Kflcs1h27I8d13CnBC8Zmev8QlH/vSIlFERES88sKH93PdL8NJZ89n20hXbjtwKBs33zTosUREMoYWiSESjUaDHkEynBoTl9SXuBSNRllaWsatb37N9IW3UZjdiFM6/JcB3fYJejTJAHr+Epd87EuLxBDJztbDIW6pMXFJfYkziWU8/9G9PDxlG+Ytyea+Tbuzw2G307TRBkFPJhlCz1/iko99+TdxBvPxeGXxixoTl9SXuDBjwRwGv3Yi32b/TpuGXXngmDvovMkBQY8lGUbPX+KSj31pkSgiIiKhk06V8eSzx3JraibprAS7RXbmv8dcS2GjxkGPJiKS8bRIDJHc3NygR5AMp8bEJfUlteXPJSVcNfx0Po9OpYBNGLrr9ezYcnMKGzYMejTJUHr+Epd87EuLxBDxMSDxixoTl9SXrK/ypXP5bvi5nDX7EP4y+3HoNo246tD/kpuTQ2lpadDjSQbT85e45GNfWiSGSCwWIy8vL+gxJIOpMXFJfcn6+HzW91z73mk0L/+DTTY6g6cO60abZkdWXa6+xCX1JS752JcWiSIiIhKYZDLB1S+fz+uln2Oysui80f8xdN/diEQiQY8mIlJvaZEYIj7uiha/qDFxSX3J2vr0lx+5/IPTWJQzjw1Me+7a92Y6bLjpSq+rvsQl9SUu+dhXjReJxpgioDGw2FobczZRPebjB22KX9SYuKS+pKYSyxbw+St3ceqPnWm0aTbn5PRgwJEPrXbvofoSl9SXuORjX6s9lsMY08EYc5cx5mdgCfArsMQYM8MYc7cxZvs6mbKeiMW09ha31Ji4pL6kJl6a8hknPHMA7X55jAM7tOGdo9/klKMfWePhpepLXFJf4pKPfa1yT6Ix5nlgO+B54FhgGrAMaABsC+wOPGOMmWqtPXJV9yM1Z60NegTJcGpMXFJfsjoLl8zjzLeGMiU5mqzcBozb/Xpu27NLjW+vvsQl9SUu+djX6g43fdpaO2Il5y8CxlZ+3WCMOdDJZPVQTk5O0CNIhlNj4pL6klV5bNx7PDHxYhbkpNgsdy8e6ncVGzZoslb3ob7EJfUlLvnY1yoXiatYIK7z9WTNfDxeWfyixsQl9SUrWhIr5oZR3/PG/NtpkJvP0Ka9Objf0HW6L/UlLqkvccnHvtbmjWt6Al2AournW2uvr+2h6qt4PO7dZ6iIX9SYuKS+pLrbP3mJfUdfQn5yfw7d6TIu2KszjfOL1nzDVVBf4pL6Epd87KtGi0RjzF3Av4FPgJJqF/l3gG2IpdPpoEeQDKfGxCX1JQA/zvud00ZdxTz7JTOabsL53fZks513W+/7VV/ikvoSl3zsq6Z7Eo8BOlhr/3A5TH2Xna2PrRS31Ji4pL7qt3Q6zT0vncPzsQ9ZarLp3vhobjr6fApyaucwK/UlLqkvccnHvmo68W9AwuUggne7ocU/akxcUl/11x+LSxjw6k38HhnDJuUNuanTuezW44ha/RnqS1xSX+KSj33VdJF4MvCQMeY5YG71C6y1H9f6VPWUj8cri1/UmLikvuqfVHk5H710HRtNfZm/zAXsucNAhvU9g1wHfzVXX+KS+hKXfOyrps/i3YD9gF788zWJm9b2UPWVj8cri1/UmLikvuoRa/ni6+GcO+V5YokynshvwdsHbEyL7Y939iPVl7ikvsQlH/uq6SLxeqCftfZ9l8PUd5FIJOgRJMOpMXFJfdUPpWVJrn7hdN5NfkWSfA7e4gy67HWi88dffYlL6ktc8rGvmi4SiwEdVupYQUFB0CNIhlNj4pL6ynxjZnzPBR+dRzLrNzqmmjL4oGfYpuUmdfKz1Ze4pL7EJR/7qumy9krgdmPMhsaYSPUvl8PVN6WlpUGPIBlOjYlL6itzJVLlfPLoZSx98kzKUlkcu9lgnj7lozpbIIL6ErfUl7jkY1813ZP4aOX/nlbtPEPFaxKzanWieiyVSgU9gmQ4NSYuqa/M9Pzkj7jly/vpOHMrLmkc4aOD76VJHS4Ol1Nf4pL6Epd87Kumi8TNnE4hgJ/HK4tf1Ji4pL4yy7zYUga9cAJjIz8RiTRh38MvYJvOVwc2j/oSl9SXuORjXzVaJFprZ7keRPw8Xln8osbEJfWVIVIJnn13GDfOeQcbWcQ+ySZccsjTtGge7JuZqy9xSX2JSz72tcplrTHmVmPMhqu7ceVrFG+t/bHqp0QiEfQIkuHUmLikvvy3JF7Guw9cxDO/vkzE5nB5l3v478CPA18ggvoSt9SXuORjX6vbk/g98JUxZhrwUeXpZUADYCtgD2BrYKjjGeuNsrKyoEeQDKfGxCX15S9rLbd8MpwXPouyeawt522ymB2OuZ9GeeH567f6EpfUl7jkY1+rXCRaax8wxjwKHAzsB/QHGgOLgMnA/cCb1lr/XokZUsaYoEeQDKfGxCX15adpf83mmtePYUruQho07cuVxw+mw0YNIWSPp/oSl9SXuORjX6t9TaK1tgx4qfJLHCsqKgp6BMlwakxcUl9+SafTDP7wMd747X6ysxP8u7wdFw64nvyc3KBHWyn1JS6pL3HJx75q+u6mUgcSiQTRaDToMSSDqTFxSX3544/Zv/Doq0fwRsMS8u2WDNv9anq12z7osVZLfYlL6ktc8rEvLRJDJJlMBj2CZDg1Ji6pr/ArS6V4+PPveOm9b7kleynpDftx+SE3kp0V/o88Vl/ikvoSl3zsS4tEERGReuCr0bdzw09P8H1qY7q1HUSLg7/iymYNgx5LRERCaLWLRGNMnrW2tK6Gqe98PF5Z/KLGxCX1FU7xZIKzRv6XcYufpzDLcuSm/RjUp4d3H+6svsQl9SUu+djXmv4f4ltjTK86mUS83BUtflFj4pL6Cp/R08azz1N78/WS52ge6cGTB73HlX1P826BCOpL3FJf4pKPfa3pcNNrgZeMMS8CF1tri+tgpnrLx4DEL2pMXFJf4VFaVs4dH/zIj5++TrvWc+ne5kL+s/fAoMdaL+pLXFJf4pKPfa3pIzCeNMaMAu4EvjPGnAVMXeE6PzucT0RERNbCK+/fzps/PsToX4dy0TZbccJOD1G09e5BjyUiIh5Z4xvXWGvnGWOOpuKzEt9Y8WIg/G+J5onCwsKgR5AMp8bEJfUVrLmxxZz65tX8knyfFjlZ3HLkJhzeqXvQY9Ua9SUuqS9xyce+1rhINMZsCzwCGKCDtXbqGm4i6yiVSgU9gmQ4NSYuqa+AWMuLL5zOLbFviGeVsk1eX+4/+GKaN24R9GS1Sn2JS+pLXPKxr9W+ct0YcyXwGfAKsKsWiG4lEomgR5AMp8bEJfVV9xYVJznvhYncv2gSG6RLuLrD9bx05LCMWyCC+hK31Je45GNfa9qTuBewo7X2x7oYRkRERNYsXZbg2eeOZeKvm/NmfHdO6Hk75/buRINoftCjiYhIBljTG9fole51yMfjlcUvakxcUl91Y+rc3zjj7ctZyHR2bbKUNwZcwXYbNQx6LOfUl7ikvsQlH/ta42sSpe6k0+mgR5AMp8bEJfXlVjqd5pq3bubleS9jTYqeTY/ltqPPIy8nN+jR6oT6EpfUl7jkY19aJIZISUmJl39pEH+oMXFJfbnz28I4A167gTlZr7FNKodz93mWXdtuG/RYdUp9iUvqS1zysS8tEkVEREIqOf8nPnrnCc6bvhPkdOKELeZwXr8ryG7aNujRREQkg631ItEYc5S19jkXw9R3BQUFQY8gGU6NiUvqq3Z9OGMy14w5l01Sszl5w6YccczpbNT4sKDHCoz6EpfUl7jkY1/rsifxAUCLRBEREQfiZQnOfe1qxsZGYkyUPpudxzl7n0YkstpPrRIREak167JINLU+hQAQj8e9/EuD+EONiUvqa/19+ON0rvxoIEtyFtGOrRl20F1s2bxV0GOFgvoSl9SXuORjX+uySPyk1qcQERGpxxK/fM5z4/7gmm8ibNCmgIsbdeK4Q26FrJygRxMRkXporY9dsdbuvy4/yBhzljFmnDEmYYx5fIXL9jLGTDfGxI0xo40xbapdFjXGPGqMWWqMmWOMOb+mt/VNfr4+BFncUmPikvpaN0+Nf48z3j6Z1t/eyhHd2/Hu8W9y3OF3aYG4AvUlLqkvccnHvuryBQ5/AEOBR6ufaYxpDrwCDAaaAuOA4dWuMgTYEmgD7AlcbIzZt4a39YpebyKuqTFxSX2tnb9++ZKDnj2fm6ecz6TcJiw7+AZuOKQjjfK1OFwZ9SUuqS9xyce+6uwjMKy1rwAYY7oDratddAjwnbX2xcrLhwDzjTHbWGunAycAJ1prFwGLjDEPAScCb9fgtl4pLi728i8N4g81Ji6pr5p77P17eXbWXczJymbL/P14qN9gmhU0CHqsUFNf4pL6Epd87CsMn5PYHpi0/IS1ttgYMwNob4yZC7Sqfnnl9/3XdFvgb4tEY8xAYCBA69atKS0tJZlMkkwmASgsLCSVSpFIJKpOp9NpSkpKgP+9dW08HgcqdhtHIhGKi4sBiEajZGdnV53Ozc0lNzeXWCxWdToajRKLxbDWkpOTQzQaJR6Pk06nyc7OJplMsnDhQtLpNJFIhIKCAkpLS0mlUlWnE4kEZWVlGGMoKioikUhUbUNRUVHotikvL6/qtLYp+G1asmRJxm1TJj5Ovm5TPB6ntLQ0o7apth+n4nm/csfXxYwqHknznIZc2O4ijuzRj0Qiwfz5873cprp6nKr/jjJlmzLxcfJ1m5YsWZJx25SJj5Ov27RkyZJQbtPqGGvtaq9Q24wxQ4HW1toTK08/Asyz1l5a7TqfAQ8BHwC/AvnW2tLKy/oAD1lr267uttbax1c1Q/fu3e24ceNqfdvW17Jly2jQQH9JFnfUmLikvlbNWss9b93IvycM45TEtezYsytn79mJBlG//rIcJPUlLqkvcSmsfRljxltru6/sshrtSTTGNAUuBDoDRdUvs9b2Ws/5YkDDFc5rCCyrvGz56dIVLlvTbb2TnR2GHbuSydSYuKS+Vm7ab9M57cObWMQ4pjXrzH/3348tN9ss6LG8o77EJfUlLvnYV00nfhaIAi8A8Vqe4TsqXncIgDGmEGhHxWsNFxlj/gQ6Ae9VXqVT5W1We9tanrFO+Hi8svhFjYlL6uvv0uk09z57As8lJ7DU5LJLs+O49ZjziGbrjWnWhfoSl9SXuORjXzVdJO4CbGCtTazrDzLGZFf+vCwgyxiTB6SAV4FbjDGHAm8BVwKTq73xzJPAIGPMOKAlcCpwUuVla7qtiIhInZu1oJiTX7uZudkT2TTdiJt3v5Ndt1zpET0iIiKhU9P3Y53M39+RdF0MAkqAS4FjK78fZK2dBxwKXAcsAnYEjqx2u6uAGcAs4CPgFmvt2wA1uK1XcnNzgx5BMpwaE5fUF5SVl/Piq4/w1R3HsGj2NvRteQavn/SJFoi1QH2JS+pLXPKxr5ruSfwQeNsY8xgwp/oF1tpHV36Tv7PWDqHiMw9Xdtn7wDaruCwBDKj8Wqvb+sbHgMQvakxcqtd9WcvHk97lggn3k5ecz5N5Md45Yluat+sc9GQZo173Jc6pL3HJx75qukjsCcwG+qxwvgVqtEiUNYvFYuTl5QU9hmQwNSYu1de+4skktz+xPy9mzyVl8jlgqzNos8cJXn54cpjV176kbqgvccnHvmq0SLTW7ul6EBEREd+8/8N0Lv7kfMpy57JdqhVDD36MLZtvHPRYIiIi66XG78dqjGkC9AM2Bn4H3rTWLnI1WH3k465o8YsaE5fqU18lsaX88PjpPDlna8o3zeGkba7k/F0PD3qsjFaf+pK6p77EJR/7qunnJO5MxbuHTqfiDWQOBG43xhxgrf3c4Xz1SjQaDXoEyXBqTFyqL309+c1o7vjqPi7+aykXNJ9M22NfoFFB/dj2INWXviQY6ktc8rGvmu5JvB0401r7/PIzjDFHAHcCOziYq16KxWJeRiT+UGPiUqb3NWfJfG5+/hDeiy4iktOUnMNvpdP23YIeq97I9L4kWOpLXPKxr5ouErcCXljhvJeA+2t3nPrNWhv0CJLh1Ji4lMl93f35Wzw89QbS0cXsytZcd8TjNCtsEPRY9Uom9yXBU1/iko991XSR+CMVnz/4bLXzDqfi8wulluTk5AQ9gmQ4NSYuZWJfC2IJRj49jIftJ5hoHld2uZ3DOu0d9Fj1Uib2JeGhvsQlH/uq6SLxXGCEMeZsKl6T2BbYkorXJkot8W03tPhHjYlLmdSXtZYbPnqBFz7NZmTZI2zfdDPanfQGDfIKgx6t3sqkviR81Je45GNfNf0IjLHGmHbAAcBGwJvASGvtQpfD1TfxeNy7z1ARv6gxcSlT+po+9UNu+uQSxuWV0rjlPiR2f53OW7QHfe5hoDKlLwkn9SUu+dhXjT8Co/LjLp52OEu9l06ngx5BMpwaE5d876u8PM3l7z/GO7/fRyS3lH0K+nLdMTeQl+3fW5dnIt/7knBTX+KSj32tcpFojHnbWrtv5fefACt9xaW1tpej2eqd7Owar9lF1okaE5d87mvuF8O5bvyzjC76mQKzBbftPoRdNu8U9FhSjc99SfipL3HJx75WN/GT1b5/2PUggne7ocU/akxc8rGvZCrFvR9NpvVHz3J09i/kb3Em1/cZSFYkK+jRZAU+9iX+UF/iko99rXKRaK2t/k6m0621X654HWNMDydT1VM+Hq8sflFj4pJXfZWX8dU713HBH2NZUJbDLu2u5LqD23NT46KgJ5NV8Kov8Y76Epd87Kum+z7fAxqu5Py3gaa1N0795uPxyuIXNSYu+dJXcbKU/3vzv0xa9jLRCBy5zQUM2n0HInpjmlDzpS/xk/oSl3zsa7WLRGNMBDAV3xpT+f1y7YCUw9nqHf0DRVxTY+KSD319+c5t/Oe3tyjJmcuGWV25v9+NtGvWKuixpAZ86Ev8pb7EJR/7WtOexBT/e8OaFReEaeC6Wp+oHisoKAh6BMlwakxcCnNf8WSKR19/h+O/u5bGrbbj6PZDOHfnQ4MeS9ZCmPsS/6kvccnHvta0SNyMir2HHwHV38XUAvOstSWuBquPSktLvTteWfyixsSlsPb14nv3cP0vH7Hol6Og02O8fFBfGhSEb05ZvbD2JZlBfYlLPva12kWitXZW5bdt6mCWei+V0tG74pYaE5fC1tefSxdz8ctnMslMJprVgNuO2ZR/degW9FiyjsLWl2QW9SUu+djX6j4n8UFr7cDK759c1fWstce7GKw+8vF4ZfGLGhOXwtTXAx88zD0znyCdtYRebMnQfz9C0wZ6nzWfhakvyTzqS1zysa/V7Un8pdr3M1wPIn4eryx+UWPiUhj6mrcswePDn2dK6iaKclpwwQ73cGj7nkGPJbUgDH1J5lJf4pKPfa3ucxJvqPb91XUzTv2WSCS8O15Z/KLGxKUg+7LWcv0HzzD8izwSJc25datD2L3fmRQ11aslMoWev8Ql9SUu+dhXjT4n0RizJzDTWvuLMWZD4CYq3t30MmvtHJcD1idlZWVBjyAZTo2JS0H19e2c3xg04nR+zvmVzVp059b+d7FFiwMCmUXc0fOXuKS+xCUf+6rpAbL3AuWV398K5FCxSHzQxVD1VcVHUYq4o8bEpbruq7w8zcVvP8xRIw/l56zf+bdtx4tH3cQWLYrqdA6pG3r+EpfUl7jkY1812pMIbGyt/dUYkw30peLdTpPAH84mq4eKivQPG3FLjYlLddnXjHkxBr18PlPyP6ex2ZSbe9/CLm22q7OfL3VPz1/ikvoSl3zsq6aLxKXGmJZAB2CqtTZmjMmlYo+i1JJEIkE0Gg16DMlgakxcqou+EvHFvPD261w7oQWH5haw+0YbcupRT5JV2Mzpz5Xg6flLXFJf4pKPfdV0kXgX8DWQC5xbed6uwHQHM9VbyWQy6BEkw6kxccl1X+/+8C23fXQ62eliem/1IOf960ZaNPDrjQBk3en5S1xSX+KSj33VaJForb3JGPMqUG6tXf5xGL8DpzibTEREBIglEpw54lYmLH2B3CzDgMa78n+H7eDlazxERER8UNM9iQA/A7sYY3pQsUAca61NuRmrfvLxeGXxixoTl1z09c70afz3kxP4M7eEDbN34IEDhtKu6Ua1/nMk/PT8JS6pL3HJx75q+hEY2wBvAvnAb8AmQKkxpp+1dprD+eqVZDLp3WeoiF/UmLhUm30VJ1Lc8s73PPHFj2zRJpcrsrfgyH/fAzn5tXL/4h89f4lL6ktc8rGvmu5JvJeKj7sYZq21AMaYCyvP39PRbPWOj8cri1/UmLhUW309Ou5DRo27hKLZ+3HCTkdw4T6jKcrT+6TVd3r+EpfUl7jkY181XSR2BvosXyBWuh24orYHEhGR+mnOLxM4+bOnmZV6n5Y5ac7tWsyuB7UPeiwREZF6p6aLxD+A3YEPq53XE31OYq0qLCwMegTJcGpMXFqfvoY/N5BHiz/hj+xstivcn/sPGETTgga1OJ34Ts9f4pL6Epd87Kumi8TLgTeMMSOAWUAb4ADgWFeD1UeplN4HSNxSY+LSuvT11+IYg9+YztjYbJpEG3J1txs4ZPveDqYT3+n5S1xSX+KSj31FanIla+0bQBdgCtCg8n+7WWtfdzhbvZNIJIIeQTKcGhOX1qavdDrNA8//HzPu2pnRP8zjhK2uZtRxY7RAlFXS85e4pL7EJR/7Wu2eRGNMATAI6ABMAG6w1vq3lSIiEhqT/viV/3tnEEsi37B30ya8fdjObN6ycdBjiYiISKU1HW56D9AdGAUcBjQD/uN6qPrKx+OVxS9qTFxaU1+pZCkPP3kID0bmkDSWPZqfyE3HnE1utt65VNZMz1/ikvoSl3zsa02LxH2BrtbaP40xdwEfo0WiM+l0OugRJMOpMXFplX1Zy09/LWXgG8OYl/sbWydyuLjPo/TYrEvdDihe0/OXuKS+xCUf+1rTIrHQWvsngLX2N2NMozqYqd4qKSnx8i8N4g81Ji6trK/SRb8x89HDeGBRHxbkdaXfTptwbe+TyYpkBTSl+ErPX+KS+hKXfOxrTYvEbGPMnoBZxWmstR+u9JYiIlKvjZo+kcGfDaZFUZIDGrTk8qMOYIMG0aDHEhERkTVY0yLxL+DRaqcXrHDaApvX9lD1VUFBQdAjSIZTY+LS8r5isUVc98LJjDA/g8mj57YXcmbPozHGrOEeRFZNz1/ikvoSl3zsa7WLRGtt2zqaQ0REMsDIqd8xaOx5lOX8SefUhlx7yNO0bdIy6LFERERkLdTocxKlbsTj8aBHkAynxsSVZbEYbz9xA+c+NRVrizi7zTk8dfJ7WiBKrdHzl7ikvsQlH/ta0+GmIiIiq/Xg1+/x5ITbePevsWRtfQV9jn6Bglz934uIiIiv9P/iIZKfnx/0CJLh1JjUpt8WzefC185lamQSWTnNGLP7XRy8x3FBjyUZSs9f4pL6Epd87EuLxBCJRHT0r7ilxqQ2WGv576ev8cIP15PIKmGn7B245Yi7iFp9rIW4o+cvcUl9iUs+9qVFYogUFxd7+ZcG8Ycak/W1eMKrvPDFDzzCZxTkNeG/Gx/O3ntfBMYwf/589SXO6PlLXFJf4pKPfWmRKCIia5ROpxny4bN0/fwhdk0tpqTXAwzs2YX8XH3uoYiISKbRIjFEolH9Y0vcUmOyLib98DVnfXori7Om8EWrPXmw3zWc07LxP66nvsQl9SUuqS9xyce+tEgMkexsPRzilhqTtZEqT3PhqPv5fN69lBlD7w1OZtg+Z5Gzio7Ul7ikvsQl9SUu+diXfxNnMB+PVxa/qDGpqZ9+/Y2T336QhdHXaJ1uwQ09LqDz9ges9jbqS1xSX+KS+hKXfOxLi0QREalSkizj6REv8u9JF9Ix52Qa73wuQ/Y8kayI3rlURESkvtAiMURyc3ODHkEynBqT1RkxbQJXjr2SRFmK7Rr34pp/n0CTjbeo8e3Vl7ikvsQl9SUu+dhXKD60wxgTW+Gr3BhzV+VlbY0xdoXLB1e7bdQY86gxZqkxZo4x5vzgtmT9+BiQ+EWNycosLSnl3MePZtCXJ5Ay8zmh/Ynscu5za7VABPUlbqkvcUl9iUs+9hWKPYnW2qLl3xtjioA5wIsrXK2xtTa1kpsPAbYE2gAbAqONMVOttW87GteZWCxGXl5e0GNIBlNjsqI3p3zL4C8voDz7T3qW5nPZfvexyaZd1um+1Je4pL7EJfUlLvnYVygWiSs4FPgL+KSG1z8BONFauwhYZIx5CDgR8G6RKCJSV5aWljH+kfOYOWchZpMGnNXxP5y2Q7+gxxIREZEQCOMi8QTgSWutXeH8WcYYC7wHXGStnW+MaQK0AiZVu94koP+Kd2qMGQgMBGjdujWlpaUkk0mSySQAhYWFpFIpEolE1el0Ok1JSQkABQUFAMTjcQDy8/OJRCIUFxcDFZ9/kp2dXXU6NzeX3NxcYrFY1eloNEosFsNaS05ODtFolHg8Tjqdrnpr3IULF5JOp4lEIhQUFFBaWkoqlao6nUgkKCsrwxhDUVERiUSiahuKiopCt015eXlVp7VNwW9TcXFxxm1TJj5OrrfpoXHv8+SPT3P2XNilRQH/OvBu8nJzKCkpWa9tKisro7S0VI+TtsnJNqXTaebPn59R25SJj5Ov27R8xkzapkx8nHzdpuLi4lBu0+qYf67FgmOMaQP8DGxhrf2l8rwiYBtgItAMuAdoYK3ta4zZBPgVyLfWllZevw/wkLW27ap+Tvfu3e24ceNcbso6SSQSXn7YpvhDjdVvMxf8xZWvncw32TPJKt+A63caxv7bda21+1df4pL6EpfUl7gU1r6MMeOttd1XdlnY9iQeB3y6fIEIYK2NActXdHONMWcBfxpjGgCxyvMbAqXVvl9WR/PWqlgsFsqAJHOosfrJWstNH7/MMz/dhslayqElBZx39HAaNdygVn+O+hKX1Je4pL7EJR/7Ctsi8XjgxjVcZ/muz4i1dpEx5k+gExWHoVL5/XeO5nMqTHt1JTOpsfpnztw/mPP4CTzXIIfcvAZct8N17Lvd7mBMrf8s9SUuqS9xSX2JSz72FZpFojFmF2BjVnhXU2PMjsBi4EegCXAnMMZau6TyKk8Cg4wx44CWwKnASXU0dq3KyckJegTJcGqs/igvTzPogyf57ouFPFz+I1dsdQUHHXgCeTnu3oZbfYlL6ktcUl/iko99hWaRSMUb1rxirV3xUNHNgeuBFsBSKvYYHlXt8quA+4BZQAlwk48ffwF4txta/KPG6odxP33DoDGX8nvOH2zQej8SB4zn3y2bOf+56ktcUl/ikvoSl3zsKzSLRGvtaas4/zngudXcLgEMqPzyWjwe9+4zVMQvaiyzJVMpzn/7Pj6b9wg5WWUc0uAABh98PdlZdfNUr77EJfUlLqkvccnHvkKzSBRIp9NBjyAZTo1lrh9+/YPzRl7Pr/kf0dhsx33dTqLD9vvW6QzqS1xSX+KS+hKXfOxLi8QQWf5ZiSKuqLHMU5ws5bYPJ7LdZ0O5Lec7Xtj1Ci7fc8AaP//IBfUlLqkvcUl9iUs+9uXfxBnMt93Q4h81llne+fAervr5ZZamogxodxz7dCliUKeDAptHfYlL6ktcUl/iko99aZEYIj4eryx+UWOZYWE8xn9eu4Lvkh+QG4kysOMVnLvLIUGPpb7EKfUlLqkvccnHvrRIDBEfj1cWv6gx/40a+waXTruNdPZ8tot05tZ+N7Bxs02CHgtQX+KW+hKX1Je45GNfWiSGSBCvIZL6RY35a3E8ybMvvcTxP59Fo1a7MKDzZZzYbZ+gx/ob9SUuqS9xSX2JSz72pUViiBQUFAQ9gmQ4NeahVIK7Pn2Bh394keSsY9h54368e/Rt5DVoGvRk/6C+xCX1JS6pL3HJx760SAyR0tJS745XFr+oMb/8OH8O/33pQD7LT5CT3Yo7T+hAl62OCHqsVVJf4pL6EpfUl7jkY19aJIZIKpUKegTJcGrMD+klv3PdVyN54beHIa+MvllduebQ2ygoCt/ew+rUl7ikvsQl9SUu+diXFokh4uPxyuIXNRZ+f8xbQPb9vRnTvDl50Zbc1PNaerfrFPRYNaK+xCX1JS6pL3HJx760SAwRH49XFr+osfBKJeJc8d79jBq/IUeX9+HMVl3pd+Dx5Hr0AbzqS1xSX+KS+hKXfOzLn3991AOJRMK745XFL2osnD6ZMYl73z+WKXmw4SYHc0z/m9mkqX//h6K+xCX1JS6pL3HJx760SAyRsrKyoEeQDKfGwqWkLMHZI+/g84XPkZuTzbEN9uWi/td4eVgKqC9xS32JS+pLXPKxLy0SQ8QYE/QIkuHUWHj88NOPPDrqeL5oGKNZpDsP7Hct27RoHfRY60V9iUvqS1xSX+KSj31pkRgiRUVFQY8gGU6NBW/pH99x2zeLGP7ZfO7Iz2KLjfbjlENvDnqsWqG+xCX1JS6pL3HJx760SAyRRCJBNBoNegzJYGosWK+OvoeHf7qbX8rbsG+nG9jhwA/oU5g5j4f6EpfUl7ikvsQlH/vSIjFEkslk0CNIhlNjwfgrtphTR1zLz4l3aR7J4bwOZ3Dqzl2CHqvWqS9xSX2JS+pLXPKxLy0SRUQcevXzkdw09UpiWUm2zNuPBw8dxAZFDYMeS0RERGSVtEgMER+PVxa/qLG6s7g4ydCR00hMHMOOGy+hz5ZncGCf84Meyyn1JS6pL3FJfYlLPvalRWKIJJNJ7z5DRfyixtyz1nLv65fzwl8fM3vWhZzWcwBn73IJeQ2bBT2ac+pLXFJf4pL6Epd87EuLxBDx8Xhl8Ysac+u7ubM44+0rWMQktsAw5ISt2XOrbYIeq86oL3FJfYlL6ktc8rEvLRJFRNZTeXmK/75yHk/HxpLG0qvx0dy63znk5RUEPZqIiIjIWtMiMUQKCwuDHkEynBqrfb8tjDP0pU8pTb/LlpHGnN/3SXZts3XQYwVCfYlL6ktcUl/iko99aZEYIqlUKugRJMOpsdpTlkxw59OH8chvx2LKGzFk55s4ZO/9ycrJDXq0wKgvcUl9iUvqS1zysa9I0API/yQSiaBHkAynxmrHhzMm0/Ppf/F41ky2bv0l75zXi8P361+vF4igvsQt9SUuqS9xyce+tCdRRKSG4ok4V79wGm+lvsWQx1k5PTj12FuIZGUFPZqIiIhIrdEiMUR8PF5Z/KLG1t2U35dw0RsXM7tgIq1NJ+7qN4wtm28Y9Fihor7EJfUlLqkvccnHvrRIDJF0Oh30CJLh1NjaW7LoD154+yVu/HYL2hT15LKGSY4++lEwJujRQkd9iUvqS1xSX+KSj33pNYkhUlJSEvQIkuHU2Np5ZtIYDn75IN5ddi/HbZ/Pq+cewdHHPKYF4iqoL3FJfYlL6ktc8rEv7UkUEVnB3HmzOPvta5ma/pIs05hTNjuOY/vsGfRYIiIiInVCi8QQKSjQB2+LW2pszZ7/5isemHAyC7Jgi7z9ePDQQWxQ1DDosbygvsQl9SUuqS9xyce+tEgUEQEW/zqVYZ/O4+lvF9O27RZc33ZPDtzr7KDHEhEREalzWiSGSDwe9/IvDeIPNfZP6XSa2969ky9/vZ9uv+3M2Xteyv/1folotj7WYm2pL3FJfYlL6ktc8rEvLRJFpN6a9ssETvv4NhYxkWaRluxyxKn07LB10GOJiIiIBEqLxBDJz88PegTJcGqsQjqd5ro3ruKtRa9QTC67NjuR2/f7D3k5uUGP5jX1JS6pL3FJfYlLPvalRWKIRCL6RBJxS43BbwuKufTVb/k2+Q1bZ+dzYc/b2HHbnkGPlRHUl7ikvsQl9SUu+diXfxNnsOLi4qBHkAxXnxtLpMq46KVL+PaevZj92yzO6XQzz5/8lRaItag+9yXuqS9xSX2JSz72pT2JIpLx3v3hay7/dAiJrF/ZqJHl+X/vRqtWGwc9loiIiEgoaZEYItFoNOgRJMPVt8aWJUq4/pnDGRmZRZoijtzkEs455t9EsvXaQxfqW19St9SXuKS+xCUf+9IiMUSys/VwiFv1pjFrmTx7Mae9NZRY/ix6JJpzxSHPsHnzjYKeLKPVm74kEOpLXFJf4pKPffk3cQYrLi728t2PxB/1obH5S+cz5YkBfD13Q8oLD+C0Tntx1s77Bz1WvVAf+pLgqC9xSX2JSz72pUWiiGSMh8eN5K7JN7JhbjFnt96W90/cn4Z5OUGPJSIiIuIVLRJDJDdXr5MStzK1sd/nfM/1rx/Hx3klRGxLjt3hGg7oukfQY9U7mdqXhIP6EpfUl7jkY19aJIaIjwGJXzKxsacnfM4tE8/FROPsHNmFW46+g0aeHdKRKTKxLwkP9SUuqS9xyce+tEgMkVgsRl5eXtBjSAbLpMbmL4vz8Ctvc//0LFps1p4rexzLgZ17Bz1WvZZJfUn4qC9xSX2JSz72pUWiiHilPF3OVaMf5e2fn2bMH5Po2n4Qexz5MLnZkaBHExEREckIWiSGiI+7osUvvjc2fsbXXP7R5fyRNYeGkc34Zbdr2GePMyBLC8Qw8L0vCTf1JS6pL3HJx760SAwRHz9oU/zia2Op8hQXvHsXH895jDzK2bfJAG444DyytTgMFV/7Ej+oL3FJfYlLPvalRWKIxGIxLyMSf3jXWLqcv8a9ykNfzOHd7I/ZIG877tlhANtvv0/Qk8lKeNeXeEV9iUvqS1zysS8tEkPEWhv0CJLhfGosXlbKeSOu44RvX2GX8g1pvd99HNdjCyIR7T0MK5/6Ev+oL3FJfYlLPvalRWKI5OToQ7/FLV8ae/uju7lyxkuUZC3gr03+zX39L2DPJkVBjyVr4Etf4if1JS6pL3HJx760SAwR33ZDi3/C3tiikmX85/VLmVz6EQU2n5M2v57zdjsQY0zQo0kNhL0v8Zv6EpfUl7jkY1+hOW7LGDPGGFNqjIlVfn1f7bKjjTGzjDHFxpjXjDFNq13W1BjzauVls4wxRwezBesvHo8HPYJkuDA3Nu3br9nviUFMLP2EDrYzL/Ufwfk9+2mB6JEw9yX+U1/ikvoSl3zsKzSLxEpnWWuLKr+2BjDGtAceAI4DWgJx4N5qt7kHSFZedgxwX+VtvJNOp4MeQTJcGBv7c9kC7njmDjZ/aV/aLNyG89rfwbMnPU3rZi2DHk3WUhj7ksyhvsQl9SUu+diXD4ebHgO8aa39GMAYMxiYZoxpAKSBQ4EO1toY8Kkx5g0qFpSXBjXwusrO9uHhEJ+FqTFrLXePfYaHfriHdKIRuzTbh4dPPJIGDZsEPZqsozD1JZlHfYlL6ktc8rGvsE18gzHmRuB74Apr7RigPTB2+RWstTOMMUlgKyoWiSlr7Q/V7mMSsPuKd2yMGQgMBGjdujWlpaUkk0mSySQAhYWFpFIpEolE1el0Ok1JSQkABQUFwP92F+fn5xOJRCguLgYqjjXOzs6uOp2bm0tubi6xWKzqdDQaJRaLYa0lJyeHaDRKPB4nnU6TnZ2NMYaFCxeSTqeJRCIUFBRQWlpKKpWqOp1IJCgrK8MYQ1FREYlEomobioqKQrdNeXl5Vae1TcFvUyKRwBgT+DbNSSzmulGnMCVnAdmpjbmk+xV0aN+d4uJiEvPn1/vHyddtAigtLc2obcrEx8nXbbLWMn/+/Izapkx8nHzdpng8TiqVyqhtysTHyddtSiaTRKPR0G3T6piwvCWrMWZHYCoVh44eCdwNdAYeBF601t5f7bq/U7GHsbzysg2rXXYqcIy1do9V/azu3bvbcePGOdiK9bNw4UKaNm265iuKrKMwNPbo1x9z25QLiFDGYeWtOe+YFyjKLwh0JqkdYehLMpf6EpfUl7gU1r6MMeOttd1Xdllo9iRaa7+sdvIJY8xRwP5ADGi4wtUbAsuo2JO4qsu84+PxyuKXIBv7Y9EiFjx8FIuWtKRwk24M7X02e2+5XWDzSO3Tc5i4pL7EJfUlLvnYV2gWiSthAQN8B3RafqYxZnMgCvxAxSIx2xizpbX2x8qrdKq8jXf0IeHiWhCNJcpKuej92xj9+zuctGxT9mjbkP+ccDu5OVl1Pou4pecwcUl9iUvqS1zysa9QLBKNMY2BHYGPgBRwBNALOAfIAT43xvQEJgDXAK9Ya5dV3vYV4BpjzClUHJ56MLBLHW9CrVh+LLKIK3Xd2CfjnuGmiTcwK8dQZHZgj1OvpesmG9fpDFJ39BwmLqkvcUl9iUs+9hWKRSIVC8GhwDZUvM5wOtB/+RvSGGNOB54BmgHvAydVu+2ZwKPAX8AC4AxrrZd7EktLS8nLywt6DMlgddVYMlXG/426gS8WvEwDk8NJRYdzzr8uIyuizzzMZHoOE5fUl7ikvsQlH/sKxSLRWjsP2GE1lz8LPLuKyxYC/d1MVrdSqVTQI0iGq4vGZs3+ndlPn8a4htAkf2ceOPBqtm2pzzysD/QcJi6pL3FJfYlLPvYVikWiVPDxeGXxi8vGipMlnDXyFiZNbM1XfMaNnR9mn76HYIz2HtYXeg4Tl9SXuKS+xCUf+9IiMUR8PF5Z/OKqsZFfDufGKbexKLuYtpsdw+I9P6fvpts4+VkSXnoOE5fUl7ikvsQlH/vSIjFEEomEd8cri19qu7GliTinvXk9U2Kv05Jyzmt6HCcdeIn2HtZTeg4Tl9SXuKS+xCUf+9IiMUTKysqCHkEyXG029tvIW3j6h6eZ0iTNJlm9eHC/i2ndsk2t3b/4R89h4pL6EpfUl7jkY19aJIaI9r6Ia7XR2ILiZdz03jjiXy9lv4KGNNtlEAN79K2F6cR3eg4Tl9SXuKS+xCUf+9IiMUSKioqCHkEy3Po2NvKTF7hx+h3Mt1EO2eFWdt/vKoqiehqRCnoOE5fUl7ikvsQlH/vSv+5CJJFIEI1Ggx5DMti6Nvb9vFn83ztDmJcaR2GW5cIOQxnQo3PtDyhe03OYuKS+xCX1JS752JcWiSGSTCaDHkEy3Lo0NnzELVw/73nKrWH7ov0Y1uskNt5wWwfTie/0HCYuqS9xSX2JSz72pUWiiPyDtZa3fhrNm5/HuXLG3fRtvhn77ncfvbfQ4lBEREQk02mRGCI+Hq8sfqlJY7//NYWL3ruYb1O/kZx5Ib16PMx1vTqT02CDOphQfKbnMHFJfYlL6ktc8rEvLRJDJJlMevcZKuKX1TVWni7nvm+e4OFv7ybXJuhdvAVnnt6frVs2quMpxVd6DhOX1Je4pL7EJR/70iIxRHw8Xln8sqrG0qkyjnvxGL5NTsPGt+GsdicwoHcfIjl+vchagqXnMHFJfYlL6ktc8rEvLRJF6rFkeZJf5scZ/9SVDEx9zCPNTuP6Iy9mk6aFQY8mIiIiIgHRIjFECgv1D3Nxq3pjX80ey0VjruSvuZ1pHNuLW7t14skDB3j5ga8SDnoOE5fUl7ikvsQlH/vSIjFEUqlU0CNIhkulUsSSMa78+Gbe+/1VmpYZOrfYnjsG9qVFA7+OlZfw0XOYuKS+xCX1JS752JcWiSGSSCRo0KBB0GNIBhs75TmG/PgEy9LLaL1sO65puws9+p0Q9FiSIfQcJi6pL3FJfYlLPvalRaJIPbCoOMmk72fQePRQTLNN2LnRVQz790E0KsgJejQRERERCRktEkPEx+OVJdzKy9PcPvwMnv7LsGhOP04vOprbuh/Ojt26BT2aZCA9h4lL6ktcUl/iko99aZEYIul0OugRJIN8Nut7LvzgcmJZP9CqwQYM3Wt7dmi9Gy2a6HMPxQ09h4lL6ktcUl/iko99RYIeQP6npKQk6BEkA5SUJTl/+IWc9uFRxMwsjo/uzKhjX+eA7TclUl4W9HiSwfQcJi6pL3FJfYlLPvalPYkiGWTK70sY+tKr/NxwFJvbNtxw4P20b7Fp0GOJiIiIiEe0SAyRgoKCoEcQTy1eMIvb3rqRp6cfyCb5Tfhvy77sdtiNmOzcv11PjYlL6ktcUl/ikvoSl3zsS4tEEc89PfEDHhp3MQtzkuzbYSeu7380jQoODnosEREREfGUFokhEo/HvfxLgwRjzrJFnPHGFfyU+oSIacYlrY/g2L1W/5mHakxcUl/ikvoSl9SXuORjX1okinhozPd/cf1HBzE3N8Z2uftw72FX06zQrw9pFREREZFw0iIxRPLz84MeQULu96+fZPQ3vzLo5y7s0XJ3LtmgjL0OvgUiWTW6vRoTl9SXuKS+xCX1JS752JcWiSESiegTSWTlrLXc8sGDvPHrXWwZ25iz9jycs3rvS15OzRaHy6kxcUl9iUvqS1xSX+KSj31pkRgixcXFXv6lQdya9uNnnPnZ3cw3U8izm3LE/lez7zZbr9N9qTFxSX2JS+pLXFJf4pKPfWmRKBJS1lqu/XA4I369jhSwS9MTuXO/s4nm5AQ9moiIiIhkMC0SQyQajQY9goSBtfzx649c8u58Pvt9CR02bswVPQaxY6e+633XakxcUl/ikvoSl9SXuORjX1okhkh2th6O+i6ZSnHFG1fTdPZT7L1gF/bZ7waO6TGQSMTUyv2rMXFJfYlL6ktcUl/iko99+TdxBvPxeGWpPV+9fwvnzBpNLPs3NirqyBO9jmbDzm1q9WeoMXFJfYlL6ktcUl/iko99aZEoErB4MsFZb97IxGUvkmVyOGyTSxi8x9FevhOWiIiIiPhPi8QQyc3NDXoEqWM/TRjDmZ8s5I8Gb9DObMN/972eLTbaytnPU2PikvoSl9SXuKS+xCUf+9IiMUR8DEjWzeKSGFe+fjO3TruTflnH0qLXYxzRpaPzn6vGxCX1JS6pL3FJfYlLPvalRWKIxGIx8vLygh5DHHty3Ej+O/kW0lnzuXPTkzn5sEE0atSkTn62GhOX1Je4pL7EJfUlLvnYlxaJInXkj6ULufiV05hkppNnG3Fmh9s4qdveQY8lIiIiIvI3WiSGiI+7oqVmPpw2l/M+HUA65zf2T7bgkoMfpGmLdnU+hxoTl9SXuKS+xCX1JS752JcWiSHi4wdtyurNWDCHd159mZazRtFkg4P4z84dObTDzoHNo8bEJfUlLqkvcUl9iUs+9qVFYojEYjEvI5J/SqfTXPvRU7z0yz1su7QV9zSYw4HHHUi0ycaBzqXGxCX1JS6pL3FJfYlLPvalRWKIWGuDHkFqweTfpnLTqOOZHE2QZzdjYL+r2WDLzkGPBagxcUt9iUvqS1xSX+KSj31pkRgiOTk5QY8g68Eu+Z1rvxjJi3/cT1ZOOScnN+bME18iNyc8x6GrMXFJfYlL6ktcUl/iko99aZEYIr7thpb/mTVvKfbBA4mVb0dR6625Y+9r6LHpFkGP9Q9qTFxSX+KS+hKX1Je45GNfWiSGSDwe9+4zVOq70lSSs0fexqe/zGBwckv23vkIbtynH5GICXq0lVJj4pL6EpfUl7ikvsQlH/vSIjFE0ul00CPIWvjgi2e449sb+SUXNmi0Az2Pe5jWTRsGPdZqqTFxSX2JS+pLXFJf4pKPfWmRGCLZ2Xo4fLC0NM4Zb93A5GWv0zAS4YzGh3DGQVdiTDj3HlanxsQl9SUuqS9xSX2JSz725d/EGcy33dD10ZQff2HCKxcxaYOZbJTTiwcPGkLbps2DHqvG1Ji4pL7EJfUlLqkvccnHvrRIDBEfj1euL+YVL+HCUQ+zbILhxdwPaNXuUfrs/q+gx1prakxcUl/ikvoSl9SXuORjX1okhoiPxyvXB8+/eQV3/zWKxVkpdu9yJSW7fEafjbcLeqx1osbEJfUlLqkvcUl9iUs+9qVFYohEIpGgR5Bqfl3yFwNHXMXvqU9plc7ijK53c0yXXkGPtV7UmLikvsQl9SUuqS9xyce+tEgMkYKCgqBHEABrGf/hS5z28wOU5sxj+4JDuf/Q82hU1CjoydabGhOX1Je4pL7EJfUlLvnYVyiWtcaYqDHmEWPMLGPMMmPMRGPMfpWXtTXGWGNMrNrX4BVu+6gxZqkxZo4x5vzgtmT9lJaWBj1Cvff9vNn859mvaPzRYK5YtJAbezzCc/8ekhELRFBj4pb6EpfUl7ikvsQlH/sKy57EbOA3YHfgV2B/4AVjzPbVrtPYWptayW2HAFsCbYANgdHGmKnW2rfdjlz7UqmVbZ7UhfJUkhtHXc/z80dQtrAXPXa4kyP23pXc/MKgR6tVakxcUl/ikvoSl9SXuORjX6FYJFpri6lY7C03whjzC9ANGL+Gm58AnGitXQQsMsY8BJwIeLdI9PF45Uzw9ewfOO/9S1lifmTzsiIuOORUem22bdBjOaHGxCX1JS6pL3FJfYlLPvYVikXiiowxLYGtgO+qnT3LGGOB94CLrLXzjTFNgFbApGrXmwT0X8l9DgQGArRu3ZrS0lKSySTJZBKAwsJCUqkUiUSi6nQ6naakpAT437HE8XgcgPz8fCKRCMXFxQBEo1Gys7OrTufm5pKbm0ssFqs6HY1GicViWGvJyckhGo0Sj8dJp9NkZ2eTlZXFwoULSafTRCIRCgoKKC0tJZVKVZ1OJBKUlZVhjKGoqIhEIlG1DUVFRaHbpry8vKrTYdumtLXc/fFDvLL0RbDZ/Cu6J+fvdRYFG7RhwYIFXm7Tmh6nRCLBkiVLMmqbMvFx8nWboOKQmkzapkx8nHzdJmMM8+fPz6htysTHyddtKi0tZf78+Rm1TZn4OPm6TclkkpKSktBt0+oYa+1qr1DXjDE5wChghrX2NGNMEbANMBFoBtwDNLDW9jXGbELF4an51trSytv3AR6y1rZd1c/o3r27HTdunNsNWQdLliyhUaPMeO1b2P08L8bLzz7AgcU3cHGLHbl633vo2rpt0GM5p8bEJfUlLqkvcUl9iUth7csYM95a231ll4VqT6IxJgI8BSSBswCstTFg+YpurjHmLOBPY0wDIFZ5fkOgtNr3y+ps6FpUVlYW9AgZL168iEveHMQHc5MULDqI3h0u5Y3+Z2Oyc4MerU6oMXFJfYlL6ktcUl/iko99hWaRaIwxwCNAS2B/a+2qfpvLd31GrLWLjDF/Ap2oOAyVyu+/W+ktQ67iVyCuvD5tLHd/dhZzcspo2XgXnjmxNxs16hf0WHVKjYlL6ktcUl/ikvoSl3zsKzSLROA+YFtgb2ttyfIzjTE7AouBH4EmwJ3AGGvtksqrPAkMMsaMo2KBeSpwUh3OXWuKioqCHiEjLZ7/Mxe8cy1flo0n2zTg/Ib7c2L/a738D3Z9qTFxSX2JS+pLXFJf4pKPfYVikWiMaQOcBiSAOdX+8X4akAauB1oAS6nYY3hUtZtfRcUCcxZQAtzk48dfACQSCaLRaNBjZJQJsxYSf/pwJrcqY9PcvXio/5Vs3LhJ0GMFRo2JS+pLXFJf4pL6Epd87CsUi0Rr7Sxgdbt1nlvNbRPAgMovry1/NyRZf/Omv8Pg8e/xzpQ92L3oNP7bJp9eex0X9FiBU2PikvoSl9SXuKS+xCUf+wrFIlGkNj0w5mGGz7iV+VnZHNi9JzccOICiqFIXEREREakJ/cs5RHw8XjlMfpn/GwPfHsKc8q9oYJtzZadrOKzLHkGPFSpqTFxSX+KS+hKX1Je45GNfWiSGSDKZJC8vL+gxvPTO5Fnc98V+zM3JoXPDo7jvwPMpiup3uSI1Ji6pL3FJfYlL6ktc8rEvLRJDxMfjlYM2ddZk7vqkhFFT5vNAE0vOntfQu8fBQY8VWmpMXFJf4pL6EpfUl7jkY19aJIqXytPl3PrC6bxY8jmlC3tzUd+z6d1zCjnZWUGPJiIiIiLiNS0SQ6SwsDDoEbzw5axvOXf0VcTMj2xVVsQFB5/KLltsEfRYXlBj4pL6EpfUl7ikvsQlH/vSIjFEUqlU0COEWjptue2Fs3m2ZDRJm0/fVmdz0z4nk5UVCXo0b6gxcUl9iUvqS1xSX+KSj33pX9chkkgkgh4htH6au4QjHvycD6Y3omOygGd6P8Gw/U7VAnEtqTFxSX2JS+pLXFJf4pKPfWlPooRaPFnKtc8dzc9LFvH9wksZfOBpHNbtWowxQY8mIiIiIpKRtEgMER+PV3bp1amfce0XQyjLmsMu0Ya8c/5utGqo39H6UGPikvoSl9SXuKS+xCUf+9IiMUTS6XTQI4TCovgyLn75DL4onwS2CSe3u45zd94fspTr+lJj4pL6EpfUl7ikvsQlH/vSC7pCpKSkJOgRAjdu5kKOvv8Nvi2byN6JRrxz2Oucu9tBWiDWEjUmLqkvcUl9iUvqS1zysS/9y1tCYe6scTz11jk8/NsFNGvUims7PkCfLjtqcSgiIiIiUsf0L/AQKSgoCHqEQNz1xas8MfUGygriHN5pAZf+6yAKo0rThframNQN9SUuqS9xSX2JSz72pX+JS2B++WM6V4z6D99mzyHbbsyVXYZxaKdeQY8lIiIiIlKv6TWJIRKPx4Meoc6MnPwHJ44YwPSsP9k12pdPjn1NC8Q6UJ8ak7qnvsQl9SUuqS9xyce+tCdR6tSU2dN45t1pPPdDlHatT+G/3TZgz279gh5LREREREQqaZEYIvn5+UGP4Ex5upzL3nuAD/64n+OXxBi6+xMcuc9+ZGdpZ3ZdyuTGJHjqS1xSX+KS+hKXfOxLi8QQiUQyc8H05fefceHYG1gcmUUDuxW9uu1Nl912hQzd3jDL1MYkHNSXuKS+xCX1JS752JcWiSFSXFzs5V8aVqU8bbn8nUd4d84d5FlLv2ance1+/0eW9h4GJtMak3BRX+KS+hKX1Je45GNfWiRK7Uun+W3yaK76tJQx8yxt2nTivi6HsE2XQ4KeTERERERE1kCLxBCJRqNBj7DeipOl/OeNa9jwzxc5YkE7Djz4Yf7V5RSMMUGPJmRGYxJe6ktcUl/ikvoSl3zsS4vEEMnO9vvheHvMPVw14wXi2Qtp22BHzjnsWlq2ah30WFKN741JuKkvcUl9iUvqS1zysS//Js5gPh6vDLAwvoyzXr+cKYnR5FPAKVtezzm76GMtwsjXxsQP6ktcUl/ikvoSl3zsS4tEWXepBDM+epYBExuzoMkXdI505JaDh9Gq+UZBTyYiIiIiIutIi8QQyc3NDXqEGvt96QLuevEMbvjtHZrnPcjlOz9P323bBT2WrIFPjYl/1Je4pL7EJfUlLvnYlxaJIeJLQHd/9BgPzniYdFaM5u0u5qnD+1OQ598LcusjXxoTP6kvcUl9iUvqS1zysS8tEkMkFouRl5cX9BirNGPBn1z+2klMzf6dgnQLLtnxvxzSfqf/b+/Og+Qs6wSOf3+TOZLMAEnMwSWk5FJABIvF2mUBD0ATVChwLQ5hdVe5CiR4ICgoAlIoru4BuKIREEQQRV0VwQNx1121jCJYyC0gQjCMRMjMZGYyM8/+0Z3e3ph75pn3fTvfT1Uq02/3TD9vzbd65jfv291FL0uboOyNqdrsSznZl3KyL+VUxb4cErVBaWSIH/3sFyy6/xJS+1LeyF6c/7bFdE/tLnppkiRJkiaYQ2KJlPFQ9L3PPM4LNyyi+4WlbLvd6Zzzmldy6K4vL3pZ2kxlbEytw76Uk30pJ/tSTlXsyyGxRMr0RpujY6Oc+72ruH3pdcxreykX776Q2447kfYpbUUvTeNQpsbUeuxLOdmXcrIv5VTFvhwSS6Svr68UEf3ksd/wqR+8nYc7h+lJe3LpWy7kgJ12LXpZmgBlaUytyb6Uk30pJ/tSTlXsyyGxRFJKhd7/6OgY5373M3y393NMmdLBabE3pxx3NVOmbVXoujRxim5Mrc2+lJN9KSf7Uk5V7MshsUQ6OjoKu+8Hlv6ZB794FvOHlzL7xQdw1Rs/wp5zdyhsPcqjyMbU+uxLOdmXcrIv5VTFvhwSS6SIw9DLV/Ry6h2Xc+/Tf+S8wVEO2fMgTn/L+UTEpK9F+VXtVAdVi30pJ/tSTvalnKrYl0NiiQwMDEzqe6hc+6tvc83dH+K5KWPsPPMwFpz4YebMnDFp96/JN9mNactiX8rJvpSTfSmnKvblkFgiY2Njk3I/S599jHf98BM8MfQTdhgLLpzzVo558wWTct8q1mQ1pi2TfSkn+1JO9qWcqtiXQ2KJtLfn/3Y8/P3FdP3sgzyx/Xx2n34MnzviH5k1+8XZ71flMBmNactlX8rJvpSTfSmnKvZVvRW3sJyHoR9fvpT33XE1y+7Zgfd1H8yVB1zAwS/fJ9v9qZyqdqqDqsW+lJN9KSf7Uk5V7MshsURynK+cRlZxw43Hc9XIA6yIdhb89aUc9oabmNY5ZULvR9VQxXPiVR32pZzsSznZl3KqYl8OiSUy0ecrP9z7NKfc9iGeTQ+w08hULjjwChbu9aoJvQ9VSxXPiVd12Jdysi/lZF/KqYp9OSSWSFtb24R8nTQ8wMM3f5BTV/6UZR3DHDDjRK44YhHTOzsn5OuruiaqMWlt7Es52Zdysi/lVMW+HBJLZPr06eP+Gr9d9hSX3/YE2zw0jUUzRuh582d57UsPmIDVqRVMRGPSutiXcrIv5WRfyqmKfTkklsjg4OBmn688OjrGv37tA3y57/v0P38wZy9YxBEHXsqUtpjgVarKxtOYtCH2pZzsSznZl3KqYl8OiSUyMjKyWZ/366ee5PQ7PsSKKXez22jw3oXHceAeL5ng1akVbG5j0sawL+VkX8rJvpRTFftySCyRTT1feaTvOW78yrv5FA8w2jbCa2efxCdffxYd7T73UGtXxXPiVR32pZzsSznZl3KqYl8OiSWyKecrP/D0ci786hKOeP4xdtk2cc6hX+JVO+2VcXVqBVU8J17VYV/Kyb6Uk30ppyr25ZBYIkNDQxs8X3lweJgbrjmKm1ZOZ/mKU5h55C3csve2lfwLhSbfxjQmbS77Uk72pZzsSzlVsS+HxBJZtWrVeq//8SO/4/13XsDKqU+ybeccvvWOA9h+m20maXVqBRtqTBoP+1JO9qWc7Es5VbEvh8QSiVj7K5H2DQ1z7q2XcdfKbxOdwxw9961ccPi5tE/pmOQVqurW1Zg0EexLOdmXcrIv5VTFvhwSS6Snp+cvtv33I71cdut3+NPsm9mFmVy84Hr2mbdHAatTK1hbY9JEsS/lZF/Kyb6UUxX78olsJTI0NNT4eHlfP2dd935O+PxP6Yud+MSsN/P1477lgKhxaW5Mmmj2pZzsSznZl3KqYl8tcSQxImYBi4HDgV7gvJTSjcWuatMNDw8DcPPd97L452eydNpznLTfdnzw6LOY2vGaglenVrC6MSkH+1JO9qWc7Es5VbGvlhgSgSuBYWAesC/wnYi4J6V0X6Gr2kTP9S7lo9+8nDu5iylTRzlj1mGc/MazK3kesyRJkqRqqvyQGBHdwDHA3imlPuAnEfEfwInAuYUubhP8/NFePv/DE/lZzyhzOubz+QX/wq4zX1L0stRiqnhOvKrDvpSTfSkn+1JOVeyr8kMisDswklJ6qGnbPcAhzTeKiJOBkwF23HFHBgcHGR4ebhz+7e7uZmRkpHHOcHd3N2NjY6xcuRL4vzfBHBgYAGDatGm0tbXR398PQFdXF+3t7Y3LnZ2ddHZ20tfX17jc1dVFX18fKSU6Ojro6upiYGCAsbEx5kwdo63t7zhz7ghH7n8qHamDwcFBBgcHGRkZoa2tjenTpzM0NMSqVauICHp6ehgaGmrsQ09PT6n2qb29nalTpzYur94H96m4ferr62PGjBkttU+t+H2q6j6tWrWKmTNnttQ+teL3qar71N/f31hzq+xTK36fqrpPvb29dHd3t9Q+teL3qar71N/fz9y5c0u3T+sTKaX13qDsIuIg4JaU0rZN294FnJBSevXaPmf//fdPS5YsmaQVbrze3l5mz55d9DLUwmxMOdmXcrIv5WRfyqmsfUXEL1NK+6/tulZ4ddM+YOs1tm0NrChgLZIkSZJUaa0wJD4EtEfEbk3bXgFU6kVroHbYWcrJxpSTfSkn+1JO9qWcqthX5YfElFI/cCtwUUR0R8SBwJHA9cWubNONjIwUvQS1OBtTTvalnOxLOdmXcqpiX5UfEutOB6YBy4AvA6dV7e0voJpvtKlqsTHlZF/Kyb6Uk30ppyr21QqvbkpK6TngqKLXIUmSJElV1ypHEltCFc9XVrXYmHKyL+VkX8rJvpRTFftySCyRsbGxopegFmdjysm+lJN9KSf7Uk5V7MshsURWv5mmlIuNKSf7Uk72pZzsSzlVsS+HREmSJElSg0NiiUyfPr3oJajF2Zhysi/lZF/Kyb6UUxX7ckiUJEmSJDU4JJbIwMBA0UtQi7Mx5WRfysm+lJN9Kacq9uWQKEmSJElqcEgskWnTphW9BLU4G1NO9qWc7Es52ZdyqmJfDokl0tbmt0N52Zhysi/lZF/Kyb6UUxX7qt6KW1h/f3/RS1CLszHlZF/Kyb6Uk30ppyr25ZAoSZIkSWpwSCyRrq6uopegFmdjysm+lJN9KSf7Uk5V7MshsUTa29uLXoJanI0pJ/tSTvalnOxLOVWxL4fEEqni+cqqFhtTTvalnOxLOdmXcqpiXw6JkiRJkqQGh8QS6ezsLHoJanE2ppzsSznZl3KyL+VUxb4cEkukigGpWmxMOdmXcrIv5WRfyqmKfUVKqeg1TLqIeBZ4ouh1rMVsoLfoRail2Zhysi/lZF/Kyb6UU1n72jmlNGdtV2yRQ2JZRcSSlNL+Ra9DrcvGlJN9KSf7Uk72pZyq2Jenm0qSJEmSGhwSJUmSJEkNDonlcnXRC1DLszHlZF/Kyb6Uk30pp8r15XMSJUmSJEkNHkmUJEmSJDU4JEqSJEmSGhwSJUmSJEkNDoklEBGzIuLrEdEfEU9ExPFFr0nVFRFdEbG43tKKiPh1RCxouv51EfFARAxExI8iYuci16vqiojdImIwIm5o2nZ8vb3+iPhGRMwqco2qpog4NiLur3f0aEQcVN/u45fGJSLmR8RtEbE8Ip6JiCsior1+3b4R8ct6X7+MiH0LXq5KLiLOiIglETEUEdeucd06H6/qv6t9ISJeqHf4nklf/AY4JJbDlcAwMA84AfhMROxV7JJUYe3Ak8AhwDbA+cBX6j8YZwO3AhcAs4AlwM1FLVSVdyXwi9UX6o9bnwVOpPZ4NgBcVczSVFURcRjwceAdwFbAwcDvfPzSBLkKWAZsB+xL7Wfl6RHRCXwTuAGYCVwHfLO+XVqXp4FLgC80b9yIx6sLgd2AnYHXAOdExBsmYb0bzVc3LVhEdAPLgb1TSg/Vt10PPJVSOrfQxallRMS9wEeBFwFvTyn9TX17N9AL7JdSeqDAJapiIuJY4Gjgt8CuKaW3RcSlwPyU0vH12+wC3A+8KKW0orjVqkoi4n+AxSmlxWtsPxkfvzROEXE/8N6U0m31y5cDWwNfA64Bdkz1X44j4vfAySml24tar6ohIi6h1s7b65fX+3gVEU/Xr/9e/fqLgd1SSscWsgNr4ZHE4u0OjKweEOvuATySqAkREfOodXYfta7uWX1dSqkfeBR70yaIiK2Bi4A1T49Zs69HqZ0lsfvkrU5VFhFTgP2BORHxSET8oX464DR8/NLE+Gfg2IiYHhE7AAuA26l1dG/6/0dP7sW+tHnW+XgVETOpHcm+p+n2pfvd3yGxeD3AC2tse57aKTbSuEREB/Al4Lr6X9p7qPXVzN60qS6mdqTnD2tsty+N1zygA3gLcBC10wH3o3bavH1pIvwntV/GXwD+QO00wG9gX5pY6+upp+nymteVhkNi8fqonebQbGvAU7M0LhHRBlxP7UjOGfXN9qZxqb+Qw6HAp9dytX1pvFbW//+3lNLSlFIv8ClgIfalcar/XLyd2nPFuoHZ1J5/+HHsSxNrfT31NV1e87rScEgs3kNAe0Ts1rTtFdRODZQ2S0QEsJjaX+WPSSmtql91H7W+Vt+uG9gFe9PGezUwH/h9RDwDvA84JiJ+xV/29RKgi9rjnLRBKaXl1I7uNJ/yt/pjH780XrOAnYArUkpDKaU/UXse4kJqHe1T//m52j7YlzbPOh+v6o9zS5uvp4S/+zskFqx+jvKtwEUR0R0RBwJHUjsCJG2uzwAvA96UUlrZtP3rwN4RcUxETAU+TO05GL7ogzbW1dR+0O1b//fvwHeA11M7tflNEXFQ/QfiRcCtvmiNNtE1wJkRMbf+3J2zgW/j45fGqX5k+jHgtIhoj4gZwN9Te+7hXcAo8O762xOsPgPnziLWqmqodzQVmAJMiYip9bdU2dDj1ReB8yNiZkS8FHgXcG0Bu7BODonlcDowjdpLMn8ZOC2lVKq/Jqg66u/Dcwq1X+CfiYi++r8TUkrPAscAH6P2qrqvAkrzSloqv5TSQErpmdX/qJ02M5hSerb+uHUqtWFxGbXnV5xe4HJVTRdTe2uVh6i9Ou7dwMd8/NIEORp4A/As8AiwCjg7pTQMHAWcBPwZ+AfgqPp2aV3Op3aa/LnA2+ofn78Rj1cfofZCNk8APwYuL9ur6PoWGJIkSZKkBo8kSpIkSZIaHBIlSZIkSQ0OiZIkSZKkBodESZIkSVKDQ6IkSZIkqcEhUZIkSZLU4JAoSdImioj7IuLVk3Rfe0bEkoiIDdzuzIj4+GSsSZLU2nyfREmS1hARfU0XpwNDwGj98ikppS9N4lq+BtySUrppA7ebSu3NwV+ZUlo2KYuTJLUkh0RJktYjIh4H3plS+kEB970dcB+wfUppcCNu/zngwZTSJ7MvTpLUsjzdVJKkTRQRj0fEofWPL4yIWyLihohYERG/iYjdI+K8iFgWEU9GxOFNn7tNRCyOiKUR8VREXBIRU9ZxV4cBv2oeECPiA/XPWxERD0bE65pufxdwRIZdliRtQRwSJUkavzcB1wMzgbuBO6j9jN0BuAj4bNNtrwVGgF2B/YDDgXeu4+u+HHhw9YWI2AM4A/irlNJWwOuBx5tufz/wivHujCRpy+aQKEnS+P1XSumOlNIIcAswB7gspbQKuAmYHxEzImIesBBYlFLqrz938NPAsev4ujOAFU2XR4EuYM+I6EgpPZ5SerTp+hXANhO6Z5KkLU570QuQJKkF/LHp45VAb0pptOkyQA+wPdABLG16sdI24Ml1fN3lwFarL6SUHomIRcCFwF4RcQfwnpTS0/WbbAU8P649kSRt8TySKEnS5HmS2iulzk4pzaj/2zqltNc6bn8vsHvzhpTSjSmlvwV2BhLQ/LYXLwPuybBuSdIWxCFRkqRJklJaCnwP+KeI2Doi2iJil4g4ZB2f8n3glfW3tyAi9oiI10ZEFzBI7SjlWNPtDwG+m3EXJElbAIdESZIm10lAJ/BbaqeTfhXYbm03TCn9EbgTOLK+qQu4DOgFngHmAudB430SFwLXZVy7JGkL4PskSpJUYhGxJ7XB74C0nh/aEXEm8OKU0jmTtjhJUktySJQkSZIkNXi6qSRJkiSpwSFRkiRJktTgkChJkiRJanBIlCRJkiQ1OCRKkiRJkhocEiVJkiRJDQ6JkiRJkqSG/wW48+m5PbNKMAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "\n",
    "\n",
    "# Set the figure size\n",
    "\n",
    "plt.rcParams[\"figure.figsize\"] = (15, 10)\n",
    "\n",
    "\n",
    "\n",
    "# Position - X\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "plt.plot(t, x_true[0, :], '', label='True')\n",
    "\n",
    "plt.plot(t, [z[0] for z in z], ':', label='Measurement')\n",
    "\n",
    "plt.plot(t, [x[0] for x in kf.state], '--', label='Filtered')\n",
    "\n",
    "plt.ylabel('Position - X (m)', size=12)\n",
    "\n",
    "plt.legend(loc='best', prop={'size': 10})\n",
    "\n",
    "# Set the plot title and labels\n",
    "\n",
    "plt.title('Adaptive Kalman Filter - $\\sigma_k$ Method', size=14)\n",
    "\n",
    "plt.xlabel('Time (s)', size=12)\n",
    "\n",
    "\n",
    "# Set the tick label size\n",
    "\n",
    "plt.tick_params(labelsize=12)\n",
    "\n",
    "\n",
    "# Turn on the grid\n",
    "\n",
    "plt.grid(linestyle=':', linewidth=0.5)\n",
    "\n",
    "\n",
    "\n",
    "# Position - Y\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "plt.plot(t, x_true[2, :], '', label='True')\n",
    "\n",
    "plt.plot(t, [z[1] for z in z], ':', label='Measurement')\n",
    "\n",
    "plt.plot(t, [x[2] for x in kf.state], '--', label='Filtered')\n",
    "\n",
    "plt.ylabel('Position - Y (m)', size=12)\n",
    "\n",
    "plt.legend(loc='best', prop={'size': 10})\n",
    "\n",
    "# Set the plot title and labels\n",
    "\n",
    "plt.title('Adaptive Kalman Filter - $\\sigma_k$ Method', size=14)\n",
    "\n",
    "plt.xlabel('Time (s)', size=12)\n",
    "\n",
    "\n",
    "# Set the tick label size\n",
    "\n",
    "plt.tick_params(labelsize=12)\n",
    "\n",
    "\n",
    "# Turn on the grid\n",
    "\n",
    "plt.grid(linestyle=':', linewidth=0.5)\n",
    "\n",
    "\n",
    "\n",
    "# Position - Z\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "plt.plot(t, x_true[4, :], '', label='True')\n",
    "\n",
    "plt.plot(t, [z[2] for z in z], ':', label='Measurement')\n",
    "\n",
    "plt.plot(t, [x[4] for x in kf.state], '--', label='Filtered')\n",
    "\n",
    "plt.ylabel('Position - Z (m)', size=12)\n",
    "\n",
    "plt.legend(loc='best', prop={'size': 10})\n",
    "\n",
    "# Set the plot title and labels\n",
    "\n",
    "plt.title('Adaptive Kalman Filter - $\\sigma_k$ Method', size=14)\n",
    "\n",
    "plt.xlabel('Time (s)', size=12)\n",
    "\n",
    "\n",
    "# Set the tick label size\n",
    "\n",
    "plt.tick_params(labelsize=12)\n",
    "\n",
    "\n",
    "# Turn on the grid\n",
    "\n",
    "plt.grid(linestyle=':', linewidth=0.5)\n",
    "\n",
    "\n",
    "\n",
    "# Velocity - X\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "plt.plot(t, x_true[1, :], '', label='True')\n",
    "\n",
    "plt.plot(t, [x[1] for x in kf.state], '--', label='Filtered')\n",
    "\n",
    "plt.ylabel('Velocity - X (m/s)', size=12)\n",
    "\n",
    "plt.legend(loc='best', prop={'size': 10})\n",
    "\n",
    "# Set the plot title and labels\n",
    "\n",
    "plt.title('Adaptive Kalman Filter - $\\sigma_k$ Method', size=14)\n",
    "\n",
    "plt.xlabel('Time (s)', size=12)\n",
    "\n",
    "\n",
    "# Set the tick label size\n",
    "\n",
    "plt.tick_params(labelsize=12)\n",
    "\n",
    "\n",
    "# Turn on the grid\n",
    "\n",
    "plt.grid(linestyle=':', linewidth=0.5)\n",
    "\n",
    "\n",
    "\n",
    "# Velocity - Y\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "plt.plot(t, x_true[3, :], '', label='True')\n",
    "\n",
    "plt.plot(t, [x[3] for x in kf.state], '--', label='Filtered')\n",
    "\n",
    "plt.ylabel('Velocity - Y (m/s)', size=12)\n",
    "\n",
    "plt.legend(loc='best', prop={'size': 10})\n",
    "\n",
    "# Set the plot title and labels\n",
    "\n",
    "plt.title('Adaptive Kalman Filter - $\\sigma_k$ Method', size=14)\n",
    "\n",
    "plt.xlabel('Time (s)', size=12)\n",
    "\n",
    "\n",
    "# Set the tick label size\n",
    "\n",
    "plt.tick_params(labelsize=12)\n",
    "\n",
    "\n",
    "# Turn on the grid\n",
    "\n",
    "plt.grid(linestyle=':', linewidth=0.5)\n",
    "\n",
    "\n",
    "\n",
    "# Velocity - Z\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "plt.plot(t, x_true[5, :], '', label='True')\n",
    "\n",
    "plt.plot(t, [x[5] for x in kf.state], '--', label='Filtered')\n",
    "\n",
    "plt.ylabel('Velocity - Z (m/s)', size=12)\n",
    "\n",
    "plt.legend(loc='best', prop={'size': 10})\n",
    "\n",
    "# Set the plot title and labels\n",
    "\n",
    "plt.title('Adaptive Kalman Filter - $\\sigma_k$ Method', size=14)\n",
    "\n",
    "plt.xlabel('Time (s)', size=12)\n",
    "\n",
    "\n",
    "# Set the tick label size\n",
    "\n",
    "plt.tick_params(labelsize=12)\n",
    "\n",
    "\n",
    "# Turn on the grid\n",
    "\n",
    "plt.grid(linestyle=':', linewidth=0.5)\n",
    "\n",
    "\n",
    "\n",
    "# Residual\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "plt.plot(t, kf.residual, '')\n",
    "\n",
    "plt.ylabel('Residual (m)', size=12)\n",
    "\n",
    "\n",
    "\n",
    "# Set the plot title and labels\n",
    "\n",
    "plt.title('Adaptive Kalman Filter - $\\sigma_k$ Method', size=14)\n",
    "\n",
    "plt.xlabel('Time (s)', size=12)\n",
    "\n",
    "\n",
    "# Set the tick label size\n",
    "\n",
    "plt.tick_params(labelsize=12)\n",
    "\n",
    "\n",
    "# Turn on the grid\n",
    "\n",
    "plt.grid(linestyle=':', linewidth=0.5)"
   ]
  }
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